{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "fL5iebuXoRyu"
      },
      "source": [
        "# Analysing a PPG signal \n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 263
        },
        "colab_type": "code",
        "id": "1eyfx8wqoRyv",
        "outputId": "5d65e048-b7f2-4757-d297-fe981ea3944c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting heartpy\n",
            "  Using cached heartpy-1.2.7-py3-none-any.whl (1.0 MB)\n",
            "Requirement already satisfied: numpy>=1.17 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from heartpy) (1.24.3)\n",
            "Requirement already satisfied: matplotlib in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from heartpy) (3.7.2)\n",
            "Requirement already satisfied: scipy in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from heartpy) (1.12.0)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from matplotlib->heartpy) (1.1.0)\n",
            "Requirement already satisfied: cycler>=0.10 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from matplotlib->heartpy) (0.11.0)\n",
            "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from matplotlib->heartpy) (2.8.2)\n",
            "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from matplotlib->heartpy) (10.0.0)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from matplotlib->heartpy) (4.42.0)\n",
            "Requirement already satisfied: packaging>=20.0 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from matplotlib->heartpy) (23.1)\n",
            "Requirement already satisfied: pyparsing<3.1,>=2.3.1 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from matplotlib->heartpy) (3.0.9)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from matplotlib->heartpy) (1.4.4)\n",
            "Requirement already satisfied: six>=1.5 in c:\\users\\lenovo\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->heartpy) (1.16.0)\n",
            "Installing collected packages: heartpy\n",
            "Successfully installed heartpy-1.2.7\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)\")': /simple/heartpy/\n",
            "WARNING: Retrying (Retry(total=3, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)\")': /simple/heartpy/\n",
            "WARNING: Retrying (Retry(total=2, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)\")': /simple/heartpy/\n",
            "WARNING: Retrying (Retry(total=1, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)\")': /simple/heartpy/\n",
            "WARNING: There was an error checking the latest version of pip.\n"
          ]
        }
      ],
      "source": [
        "#First let's import\n",
        "!pip install heartpy\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "Mhy8ibiwoRyz"
      },
      "source": [
        "HeartPy comes with a function ***load_exampledata()*** that can load the datasets provded. It will return a tuple (data, timer), where 'timer' is the timer column (ms or datetime). If no timer column is available a tuple is still returned, but with timer array being empty.\n",
        "\n",
        "There's three datasets included with HeartPy:\n",
        "- 0 : a short, very clean PPG signal, sampled at 100.0 Hz\n",
        "- 1 : a slightly longer (~2 minute) PPG signal, with missing signal in first third, and random noise spikes in rest of signal\n",
        "- 2 : a long (~11.5 minute) PPG signal recorded 'in the wild' while driving in a driving simulator using a Pulse Sensor on the index finger and an Arduino\n",
        "\n",
        "---------"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "mm0le7gbyxOt"
      },
      "outputs": [],
      "source": [
        "import heartpy as hp"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "colab_type": "code",
        "id": "lt91I8zKPxwC",
        "outputId": "4acd4c69-16a6-4f76-ab1a-1f183b70aa9b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "colab_type": "code",
        "id": "-Ap3mZ0iuuLI",
        "outputId": "53c19007-32a8-4556-9f68-005a4e10e20d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "       0\n",
            "0  530.0\n",
            "1  518.0\n"
          ]
        }
      ],
      "source": [
        "'''data, time = hp.load_exampledata(0)\n",
        "df = pd.DataFrame(data)\n",
        "print(df.head(2))'''"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "colab_type": "code",
        "id": "RXkucXTf5rbZ",
        "outputId": "7da68979-87c2-42e2-b492-6139e6601d0b"
      },
      "outputs": [
        {
          "data": {
            "application/javascript": "\n    async function download(id, filename, size) {\n      if (!google.colab.kernel.accessAllowed) {\n        return;\n      }\n      const div = document.createElement('div');\n      const label = document.createElement('label');\n      label.textContent = `Downloading \"${filename}\": `;\n      div.appendChild(label);\n      const progress = document.createElement('progress');\n      progress.max = size;\n      div.appendChild(progress);\n      document.body.appendChild(div);\n\n      const buffers = [];\n      let downloaded = 0;\n\n      const channel = await google.colab.kernel.comms.open(id);\n      // Send a message to notify the kernel that we're ready.\n      channel.send({})\n\n      for await (const message of channel.messages) {\n        // Send a message to notify the kernel that we're ready.\n        channel.send({})\n        if (message.buffers) {\n          for (const buffer of message.buffers) {\n            buffers.push(buffer);\n            downloaded += buffer.byteLength;\n            progress.value = downloaded;\n          }\n        }\n      }\n      const blob = new Blob(buffers, {type: 'application/binary'});\n      const a = document.createElement('a');\n      a.href = window.URL.createObjectURL(blob);\n      a.download = filename;\n      div.appendChild(a);\n      a.click();\n      div.remove();\n    }\n  ",
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/javascript": "download(\"download_04432a97-55d3-49bf-b8ab-031aefc98310\", \"filename.csv\", 26206)",
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "'''from google.colab import files\n",
        "df.to_csv('filename.csv') \n",
        "files.download('filename.csv')'''"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "qeqqSOfukNma"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "x4VyfvFikM4A"
      },
      "source": [
        "**Loading our PPG signal from shimmer dataset**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        },
        "colab_type": "code",
        "id": "nnU50ilYUPAe",
        "outputId": "491416cb-b103-4e9e-bfd9-5b595744229e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "      0.00\n",
            "0  1180.95\n",
            "1  1175.82\n",
            "2  1171.43\n",
            "3  1168.50\n",
            "4  1169.23\n",
            "5  1171.43\n"
          ]
        }
      ],
      "source": [
        "dataset = pd.read_csv(r'/content/drive/My Drive/filename.csv', sep=\",\", engine='python') #Read data from CSV datafile\n",
        "print(dataset.head(6))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "4rXZ1lHOyeJu"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "colab_type": "code",
        "id": "Wx6oLfKvoRy0",
        "outputId": "e8a8b31f-cd11-4ef5-d95d-3e74720a4862"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "#first let's load the clean PPG signal\n",
        "\n",
        "\n",
        "plt.figure(figsize=(12,4))\n",
        "plt.plot(dataset)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "aYlkdbhUoRy5"
      },
      "source": [
        "\n",
        "\n",
        "when running ***hp.process()***, two dicts are returned: working_data (containing working data that you may want to access nonetheless, like peak positions and peak-peak intervals), and measures (containing the computed output measures).\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "colab_type": "code",
        "id": "4Tc9-nngi2q-",
        "outputId": "7c11d7cd-7d55-404f-936d-646ca5b94ff1"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(15410,)\n"
          ]
        }
      ],
      "source": [
        "#converting our dataframe into 1D array of heart rate signal\n",
        "\n",
        "datanew = dataset.values.flatten()\n",
        "print(datanew.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "vhmsxnESoRy5"
      },
      "outputs": [],
      "source": [
        "#run the analysis\n",
        "wd, m = hp.process(datanew, sample_rate = 100.0)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "DS8Bn9pgoRy8"
      },
      "source": [
        "\n",
        "\n",
        "Heartpy comes with a function ***hp.plotter(wd, m)*** that does just this. The function requires you to give it the working_data and measures dict.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "colab_type": "code",
        "id": "VlRpMYEhoRy9",
        "outputId": "d76ae5f3-1188-4e6f-88ea-ba2f80522664"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "bpm: 52.379611\n",
            "ibi: 1145.483871\n",
            "sdnn: 116.050750\n",
            "sdsd: 30.377110\n",
            "rmssd: 50.126422\n",
            "pnn20: 0.620253\n",
            "pnn50: 0.253165\n",
            "hr_mad: 70.000000\n",
            "sd1: 35.394859\n",
            "sd2: 146.119874\n",
            "s: 16247.978817\n",
            "sd1/sd2: 0.242232\n",
            "breathingrate: 0.103257\n"
          ]
        }
      ],
      "source": [
        "#set large figure\n",
        "plt.figure(figsize=(12,4))\n",
        "\n",
        "#call plotter\n",
        "hp.plotter(wd, m)\n",
        "\n",
        "#display measures computed\n",
        "for measure in m.keys():\n",
        "    print('%s: %f' %(measure, m[measure]))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "8xUjGNuNoRzA"
      },
      "source": [
        "**Now, a comparison with the pre-loaded example PPG signals in HeartPy library collected during exercise**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "dpM83Y_goRzB",
        "outputId": "299c83d4-4d75-4fcd-8c36-8785604e519a"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "data, timer = hp.load_exampledata(1)\n",
        "\n",
        "plt.figure(figsize=(12,4))\n",
        "plt.plot(data)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "RJeXWYw1oRzE"
      },
      "source": [
        "This is a more tricky signal I made intentionally. There's no signal in the beginning as I started recording before and while putting on the sensor. After the signal commences there's a few noise spikes as I forcefully moved the sensor while recording. This imitates what may happen when recording 'in the wild' as well if the participant moves and accidentally tugs at a sensor cable.\n",
        "\n",
        "HeartPy is designed to handle this sort of thing out of the box. Let's look at the example first:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "KhqCFtKLoRzF",
        "outputId": "c9b806b1-870d-49a2-9215-23c866bd1dda"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "bpm: 62.376304\n",
            "ibi: 961.903744\n",
            "sdnn: 64.613519\n",
            "sdsd: 29.871930\n",
            "rmssd: 57.069746\n",
            "pnn20: 0.797297\n",
            "pnn50: 0.486486\n",
            "hr_mad: 47.010333\n",
            "sd1: 40.344402\n",
            "sd2: 81.621935\n",
            "s: 10345.227446\n",
            "sd1/sd2: 0.494284\n",
            "breathingrate: 0.155994\n"
          ]
        }
      ],
      "source": [
        "sample_rate = hp.get_samplerate_mstimer(timer)\n",
        "\n",
        "wd, m = hp.process(data, sample_rate)\n",
        "\n",
        "#plot\n",
        "plt.figure(figsize=(12,4))\n",
        "hp.plotter(wd, m)\n",
        "\n",
        "#display measures computed\n",
        "for measure in m.keys():\n",
        "    print('%s: %f' %(measure, m[measure]))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "vWEZSrYZoRzI"
      },
      "source": [
        "Note we computed the sample_rate from a timer column (that was in ms values). This is important beforehand since we didn't know with what sample_rate the signal was sampled. All measures depend on knowing the sample rate.\n",
        "\n",
        "HeartPy comes with two functions: ***hp.get_samplerate_mstimer()*** that computes sample rate based on a ms-timer, and ***hp.get_samplerate_datetime()***, that computes sample_rate based on a column in datetime values.\n",
        "\n",
        "You saw how we used the mstimer earlier, now let's look at a 'in the wild' recording that uses datetime strings to encode time:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "y6JeFSUIoRzI",
        "outputId": "0adc5ee6-bf70-45ea-e9ea-46e71e8ab7c7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "2016-11-24 13:58:58.081000\n"
          ]
        }
      ],
      "source": [
        "data, timer = hp.load_exampledata(2)\n",
        "\n",
        "print(timer[0])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "Tb3goF5yoRzL"
      },
      "source": [
        "When computing the sample rate we need to give ***get_samplerate_datetime()*** the format of the string (by default it expects HH:MM:SS.ms):"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "8aP9VW6zoRzL",
        "outputId": "0f496872-361f-4377-e045-30d386b4fa15"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "sample rate is: 100.419711 Hz\n"
          ]
        }
      ],
      "source": [
        "sample_rate = hp.get_samplerate_datetime(timer, timeformat='%Y-%m-%d %H:%M:%S.%f')\n",
        "\n",
        "print('sample rate is: %f Hz' %sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "k-AUbC8foRzN"
      },
      "source": [
        "Now that we know all that, running the analysis is the same as before:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "UvtccGcToRzO",
        "outputId": "927df4aa-4b78-4c4d-a727-02e1fe8269c6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Finished in 0.248689 sec\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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3XY5sLjhUqtl2AqmDg4ODQzVwZNvB2QJfQYQFnUu5bu5lJ4fYS/9UhHmIBKRgy/IOdt+yu242R843TXASmf7Wkb2BZ04gdXBwcHCoBo5sO0Ta/Dpb4LmHTdDJiSnuZxcb2uzmIe10cCdFjn7kTN0QbZjfZNtGpm/74c7SKoMTSB0cHBwcqoUj2w6RNr/OFnjuESXQjNLD7du6aGtuC9xva25jO8psZD6eNllPMMm2jUxn8kroASeQOjg4ODhUD0e2Heja3sWihiCpEwi6R7udbeocI0qgaWcLv97Rye5bdtMuO0AKOtqV2cg2lDa73jTJ9ZafShAn9IATSB0cHBwcqocj2w50buvkjud6pA5FtLX3C2ebOrfo2l6uvW6WSnstpWqb2znDnRQ5c3vQbKReNNuaZM83sm3mN07oAeh6nX2VwW1OdXBwcHBIgiPb8xBz4RXhTRsVqVvb0lHmZs7Zps4dOrcp7fVVDUp7vUJ0cAu+9joO9UK2NeYz2e7a3kVbU5BMtzb5Jjvvf759laGebOYdHBwcHOoTjmzXOcLE+rZ/vW1OvSJcyibbpj7wmdvovaqJohD0XtXEA5+5rSZp/7Kic1snn1mvtNcfbz6T2kykWKwPd3TzjWRrmPnu3NbJX785SKa/9MagyU7cKoODg4ODg0MUHNmuY9g8JHxl31fmxCuCEOp3TUv5cvr7D8LpL0iKQjDYJnjRn36ZzcMFGoDNwwVu+MSXHeGeJVT9Z8nlnkCISSCaxOq2+sej9eGOrhozknoQEsJ433ODZPo9z/HJtK1s9VgGhyBcGzk4ONQDHNmuY9g8JESdJFgrrwi/vSlom/r+g/A390LHqOosqzKwqBB8Z0kOtn5ud03S/2VFQwPAMMXiCEI8neqdrodr747OtpKSRFYqJdv14rO6kkNtbD6566EMDtFwbeTg4FAvcGS7jlEJga6VV4TXrla2qesWqeX0v7hfkekkbBwuJAdyiITWbCuMAvlIMqjvn5uorTs6Gzn58r4vJ5KVSs1I6sVndTjflZSjXsrgEI2oNvroDz46J9pup0V3cHCIgiPbdYwoAi0QgevmhmYmshOzGuS1aYK2Tf2nV6jl9KtH073ft7Ix8pmbhJKh6r9g/D2d+M6mpfb+0SAaqqprGzkJI45QRpHVcPt3j3Zbw82Vz+qoPQZJZDtOs+38btc/otpiMDNYc22306I7ODjEwZHtK4w4ImpzC9fW3MYHn/8Rz02fYFXrKoQQDGYGS4P8h/75Q6z+3OpIwlUJ+T23IppEa0w2w5mP74wsn5uEkqEItsnosoma1j95SXn/ACjIQlV1nZYohsPFmZHY2j8sLGrMhc/qBz5zGzd8It0eg0rItvO7Xf9I2xa1WJFwKx0ODg5xcGR7FpitxjaJiGq3cCuEMunYvEy5G/vsq+7hds7wxZVFlrYsJVvIBuLNFXMB8m3GGZXmD/vseX/wt3Yy2Ry8N90AA62CItC7spHHP3UrN91xj/V9Nwmlg7LZVr78FPGeSXznXdep/rGqUfWPRlEuGFVS12nJSThcHNmO2ncQJtxz5bN66+d2l5lB6T0Gs7HZjhKEnd/t+oGtjaIw2xUJt9Lh4OAQB0e2q4SNtFaqUf7oDz6aSEQ7t3XyJ4uVSccTO5S7MZPcpBnMzTijyO9Xnt5VihN8s5JVb7+Hxz91K2dXNFIEzq5oZF/XrXzp40U+dadk/cV8JNGG6Px1j3Y7sxIDqr6LgPD+jrbZ1tAmP//tatU/itLueDttXachJzZCGZfPqPaXyMviszpqL8HG4UJFNtvhZ1oQdn636xe6jdZ6+0/WLepgVesqa9jZrki4lQ4Hh9pgoZqdzopsCyH+QAhxRAhxWAjxTSHEYiHEM4QQjwohjgsh/kEI0eKFXeRdn/Ceb61FAa4UbKQ1rFE2yffqz63md77/OwFyPpgZtMYdJiia+OpDTEyynXYw13FGkZ8L0xGkSMJNd9zDuR/k+dSdkkN7g+Q6iRDG5c+ZlfjwyXYzQgggeVdquO43LJldXdsI5K033hq43nH9DnbdvyswEMZptqPav6O947L4rI7aS9C3snFWNtvg/G7PB3Ru6+RbL1Ft9M2XnOGLb/kiixpqvyLRtb2LxY1upcPBYTZYyGanVZNtIcQm4PeBG6WUzwcagd8EPgt8QUp5HTAMfNh75cPAsJTyWuALXrh5izQaZZN8D2YGy8w9ohC1wS1MaqRMv1Sq42wQ9iZftzietJsbKE0knWKYJn+X06ykXqVm34ykASGagVxqMwfdNn94/ezrOkwg73nrPaXrru1d7Dmwp2wg/MnQ3kB+TFRibjEXbXPm4+VmUFF7DCol2w7zC3ol6A+vUwKloHYrEp3bOrnr12ofr4PDLxMWstnpbM1ImoBWIUQT0Ab0A68Dvu093wO83fv7bd413vPtQgj7Tql5gLlcHgxvcHs8HyQz4ZPvTG3kqtZVtDS2RMZZkOXL6m3Nbdz27CD5CbdMFNlOIiHh/EXhctg21rPU7Gu2G2hoUGS7snfhlq2qrtc0x9d1tSY8UQPhN/riybuZp/WtdhIyV21z0x33sP/OW+lpbyzbY1AJgXZke/4iPJa9Yb0SKP/tlbVdkbilQ8X7P5/tVjocHKrBQt77UDXZllKeAz4P9KBI9iiwHxiRUua9YL3AJu/vTcBZ7928F95uQDcPUMnmmzisal1VIqJRG9x+kFNkxmZGAkFt5MDHB/jq274aGydAA43KjnGxIj9v3mQ/IjysPQ1DyuSDUIBS/jraO6zxzJXwYuZtx/d2zJnUnEYrGxfG90ZSuWbbROe2Tr76AlXX6xfb61qllG6fgYmoAW8g1xOZn3Cevv8aOwmZC42Gru/X5L/CC27fzPs++fdsHvLNoCo1I3GEe34irCho8Ga9pFW5SqHjdf3EwaE6LOS9D7MxI1mJ0lY/A9gILAHeYgmqhx4bXSsbloQQO4UQ+4QQ+y5dulRt9uYEJlnadf8udly/I1GjHIe25ja++JYvloho1Aa3ERkkM2m0yUlxSorcSZF/enk6DUyUZvubh9MdhHIIReJsQkot/ITbENaW2rT6MHupOUorawodNpt9U3OrJn61QVJrtis1IwmTiY9clywQ2jzX6LYKI2rAW928JZC+DVH9R6PWGo1wm4yKbr4vd1rNstJcO7I9fxAWan90Idif54psh/fWODjUAvVq+jgXWMhenmZjRvJ64LSU8pKUMgd8F3g5sMIzKwHYDPR5f/cCVwN4z9uBoXCkUsrdUsobpZQ3rlmzZhbZmz3MTm4jS3sO7GE7XVaNso18Nzc00968CqRgTUv5cnoUmVkh1P2wZlsjjgRcHRHnmkV2glSpNvWun6U7COV+lIbSZvYS9hNeK9OONIe0wOyl5kgPL/u+UuovNpt9U3Or6lWbkTRRyQbJKJOfN25Qdb26Kd6sJJwn3VZhRA2Ev7WuK5AfG+LIdtxG32rbxrqBmaCmvFJvJI5s1yeSxunPH1MCZNr2my25mb/GkQ71hno2fZwLaH6wskHNWZuWLJy9D7Mh2z3AS4UQbZ7t9XbgSeA/gHd7YXYA3/f+/hfvGu/5v0tZX9NX3KAdRZZMYmJqlC/+kSLfKw0f2V97+9f44esGuJMiX7++XKMcRWbe0hIkM5WQhD97tT3O39mS3n0bRJOl3vF0msdRfO28WU82P+G1Mu1IoxWthdQc594u7bu+ZlvbbOcpFuPfT9MPOrd18tfXqbre0BptVmJCt1VYQxfl7u5VK6tfGdH3au3NoRaacqfZrn+EyYhtnJ4pqnE6aiUoiaynJTeufzjUGgt5w2AUOrd18ulVas566L0LZ+/DbGy2H0VtdPwFcMiLazfwx8DHhBAnUDbZf+e98nfAKu/+x4A7ZpHvmiPNoG2DJiZhFIuq03xiedBHdhzpiCIzN7YE7akrIdvve66K8ypPUty8VMX5+nXxcabdILl5WTrNYzt2TfpcmA/oiTPK84qQyl59S408BsxGM67fDWq2mwFJsWg3e4lCVBvq399/Xrp9BlFtBXZ3d+E+VKlmUAtgn37x7tLJqLP15pBGU+7MSOY/0q5eRY3Tacb9tOTG9Q+HWmMhbxiMg/6WFpJJ1qy8kUgp75RSPkdK+Xwp5QeklDNSylNSyhdLKa+VUr5HSjnjhZ32rq/1np+qTRFqg7SDdhiamIQR7iRpO02c714dRziuuEFek/6uNSrOR99vJ/1RcSRNIP/15ekOQtlOlzXvtTQfSGOj3dbcxjvYw50UOfWfyqXmapaQbSsSUUeSh/OiNbflmm3I5+NNSaLIYRTpfusWb4nOW21Zuajc1Mlsq7TkwUw3atnzPwai61G//xvPUH3/G9dU583BbLuJ7ES5GRdBTXklZNt27XD5Ef4+u0e7U70XNU6nHffTkJuFRAwc6gMLecNgGiykb+qX/gRJPXinHbRNmMQkjILH88KbZpI2itmQRIyTyHaafKQl3WGN97ueFbSx2rw0eBDKluVKQ7mNzkD6GrXcEBE1cZY02aG8FEJcvFr7ONuKxEdu/EjZ4RnNDc20ylXYThxU9au8kWiyXSxWR7bjwndu6+S/LlOC19O/G9xnkNRWYdj2EEQte+7p3VUWNpzvar4NDZuGUkpZqu922cHbRFBT7my26w9xwq7t+0wj1C5qCI7TZj9LqyFMQ27C/WOhbWxbaOWZD1jIGwbTYCGR7abkIAsXevBOq9FubmimqbCcDEN0rNhC1/Yujn/HJ0smEY0iubNBNRskKyXbGmk3+WgCN/yTTgYG4Nb/C9atg7U/V8//y+9BSwvc9Z1g+hqa/Pzed3YxSk+pXqsxH4i2nVaeV+64FRYv9vNSKKg+sOv+XfSM9tAgGsq04VO5KT76g4+Wwmxp38LN193MfcfvK13r/Oq+cNft6t2106/g7kO7GBN+uHAYDdMbSWPj7DTbGmEzkjCp1aseOk9/chssWuTXT9rNsuZvVBtcykaTmlpokKNOdG1jKR9nAICmClULlZqRmH3J7BcOdoTr6+brbmbPgT2ldtTCLqh+amtjtS9CgLE/olk001RcTkYM0dG+hd/e1EXDEXs7bGnfkqhoaWtu4+brbmbr3Vtj29bsH+G5JVyW+YaFVp75gtL8+N1djMoerl6+hb94gyLaSf1xPo9HzoxkgSFpCbG5oZk2lGbsam+D48cZsJp4JBGGMFGuRIs3G822jWDFhUt7P+p5kvlMWjvgOERpWKK0T3oJOZyXbx1J5xpwMDOY6NrQpuV54wZVrh+8NLlc5TbbUCikP9jGjyMZUX0hrOlPis/m9z2qDda0xBwlXwONcRTJj7LVtaU7G5vtXzavAbOFrb6+su8rsZvBorXQMnBy4+deocbpr3Wo7+6NG+xnCIDSHLY2xq9A7bh+h/Xk1HDbmoqMhbaxbaGVp56QtGLQua2T/9yk5scDHzoDkDjWLJTxaCGtJtY12T504dCcLllFDt4S1i1W5PpPWxS5fuKDachS+XUSqa5EcpsN2U4KW22nTipnJfblUUjrLSBqyU0vIYfJ5J0/rc5OP4xaTDpBm2214FSpZjtq5SNOs217P+o6KX3tVcTWBjuujl72jOqjlSxbJwlalaQbFTbuuSMjlSFaS10OPU5HtfG6xR0Bofbt10ST6zA6t3XymVcEN+aGlSr3Hb8vVdua6S20jW0LrTz1Ahspth00psfsQiHdWDPfxqPwWP/YtHn+xMJAXZPtbCEbeUiI7aTCSgl59ATdwXduCm4kTNL6JZHt2Wi2NaoxI6mWbFe6OS7quhqyXY0Lxl337/Jtp+korUbE2SCndVuYBnGTTpoyBzXbimwPDJwkk8mkjrdSQSbcpyttK1t/jPKo87rVyYKqmX6lmpkkQSsu3TTXYbIdrqv5RkautP1tJfXSIBoiN722NbfxkWuDm6/Tmsjp+++4Vq1A7d5oX4FK27bm2L7QNrYttPLUC6LM38LnTjxR8Mlnmv4YFaZ7tLvubO5tY/23JpVvfEe2rwDCh4RUspwfBdsSot5MM1uNbdTzy21GEnXEexi1ItvVmJGYqNYFox5cOrd18jGhltwO/67dm4tGlNtCfZT9+sUdrGpdlZg22CedSg63KBQkeBskGxvVi1LCmX5XXcIAACAASURBVDO+PWkl5DBNPqqNL/w8/GszC4qrC1vfjNLM7PjeDquwHT7RVZN8LWhB5YeNxJHtcN1EHR5Vj2QkzYmns52Mk8h8VL3YNjwWZCGw6XVpgzLx2Nim2vhNG+2CXKXCZ1T4qLxqIUCXzxxfFtrGttme/HulhbsribiypxE6p3JT/KjobzBPI/jEjTv1ZlYSdQDZ/eyiWFw4fWfekG2IXmbUSLNMEj5y/d3X7ggsId5+jZqgZ6uxnQvzjbk0I0mbVpiwJAkPlaZfrQtGibQuucWlbXNb2Nbcxh9sVa4Bv//aM3zxLV9M5dpwtpOof75TQ6COhXFRqf18FLmsVVulFeSS4rS9HzUJaeJlE7bNE11tGsqovhuXN/NZnGb706+dP+QqzYmnlUzG4cnwtn+9LXFVIoqMfuTGj5QEpkbRWJZWrphjUcNS7qTIf7wtnXvISr+bMLq2d9HaVD4GmH1x5707ua/XL1/UCs982aAG5XOlKczaTv79wHc/gPikSOVFpl6I3lwjqexphfER46AxW38MCz43X3dzmSIxjHoxK4nbb/O/uhdO35lXZDsN4iRFW8f/9gk1Qf/NJjVBb1+TTktSKdmuhRnJ5bTZrpUZSaXXs1l21x/iQWm39wqn9e5nBydE7frutYbJg23SNF0balOV2U6iUurMCpqaAG4AoFAoGmHiy1MJ6U0TX1qb7Uo1iFHxmOlVoxGOO2oeKifblWi23/+8UF+qY3KV9sTT8EqCbYKrZKPjR3/w0TLytrpJ1dcGT0t9z1vvKa2KFKW9Aw7m/dNobUjyBBW1IhPV3zu3dfLf3+DbdduEgKncFPcc3VX2XiUbv+sJtnY1hVnbyb+6/4QJ0XyzH7bBJlCm0bYmrdDZTKNsWGEcNBbujzbBZ8+BPbzzGl+RGIV6MHOL22/z35+8vH1n76G9sI5tcxH3vCHbafypQvwkbev4mULwKN8o1JpUJt2PC1sN2Z6tGUna9yo1IwlfpyFZTXjeAiyYyk3xI7krVV606zs9IR7/PbuHmfCkaRKCQx+uzSRaLGWugcZGgHZaWpaSzfqbJGtl9jHX8cWR9LSabZvmMw2095FqtOyVku2wpjvQl26rL3KV5mRVG8La2zCpqGSjY9irz54De3jfakXe/u2t5fUVNRasbvKJhw2VCpFhcm7De56j2vauGCHgwvSVJy61QhRJ1MJsEklL40WmHoheGtgEj7QmrEkrdOHzAFa12g8ae0NjcF/Cu5/tjTXSLvhM5ab4j3P3cTtn+OqWIh3tHdZ81IOZW9f2rvIzKVDmvOczl6/v6HamgWTppwrUNdlupAXzkJDFCcsipj/USuyj4tyDadSKbNdCs12JHXSlpLla7Wha04SkvNuWyJqEItfatdefvkB5C4gSwEaNJbe4tMLX4YOI0qAabzL2eMJkGxobm8nl8pHvz5YcV1o/SfHG9Z24/m57L7yiYNMm2hDl5tHMQzWwkes4Tbf24V4PtoZpTlZNo8wIa6erPQzMjO8fBqI1VFGmJu9bbT+NViNqTKpGWREOI2WcV5QtgXTnM5LmyjQkTW/GixLu6oHopUEa08YobWuaMuaKOVpQplEDHw8eNKbNj361Kehhx+yzUW3VP+krHup5D0Hntk4+dt3ugPvO97Uqc951rZdvL0y1JqxpUddkey3bAtrET90YbJDwSYU2f6imG52oj950DxYeqMP3NWq1QfJKuf6LKl+ladRa49+5rZO/en3QFdefv0SR673PUn3hzd6GqNURvpvNJTcTSW1WqZ9p851qNKnBvJWTbSEaKRiZqpRMJz1Pc13Nqkm1mm3bgUdaU7znHXtS2c7HHTVfazOSOLL9zcP1Y2sYNYnojcDrFitlRpKNJ5Rrp6NIetqVyDiTkLDAdbVn5nVTe7xrv7RmI1Hhk+KMIi7/97VXnrjMFlpAjFqd0HNl1/auROUXECnc1QvRS4O0WlSbp4+0K3Smwi/O/MjmASqKeG5o8+/X+x6CN6xTZb7/VarMNy5S+br1ussnJMz1Sktdk+0wbtmqGkSTLnM5/9itdn+ophsd20ff2hjvHkxjthsiq3HbF0Y1ZDsq3aS402q6Z6sttcWrl2z/rFG18y0d9gFhxyb7h/iGBrvmK21eq9FMpWnHeBKqI2jwbLaTyXbS6kktBKG0ZLv90G28bGcTRSG4sK6J9kO3xb4Tl28bbMTr1htvTe3mEWZHtsPXUgbTCKd318/qx0416WTV79ykxlLT33TalQSJLCPWpY2ORttEefVZ1RSvoTKJx+EPBz3bhOs8aXUtakNvpYJyuC/qvR5vWH/5iUstV0/MFRAbTGG2c1snn3ih7i/phCshGwNCU7VEr1r76WrTqMTsKqzk+8B3P0BrUytLhDITifqu4s4DMKH7cBrh72PXB3lNmMQDc7byVmm/bPCqOPxNv3GD+tbWNKtvbUOr6ju1ynu17VwN5hXZ1oiasNNKJvqj72jvoOulQfdgadOs9roWWulaxBEVZ9xv+6HbuGGHIlS/c7ciVGmFjLj0q9Wiv3a1+hCvalQf4qYl6kN8YaNd81WrNrOFSaPNrVyz3RDYIBkV71xex2lv9XX2329j571f5urRAg3A5uECO+/9spVw2+opLekxJ4tjH1EE8Q8b7LbztSbb4bpIMiOJ8uF+JexUk0711Hk3/U2nWUnQkEhWNqhvcPNSf6OjdsF54EN2rz5tzW385pogIajFWFapZjtOyI56x+yLRz+i+l4lipNaoNZePiKX0SUlkmPOlTdfrerg28+XfOOd3ygJH1HQwt2R361+P8Ns7KerTSPqZOE4mEq+wcwgOTK8k2/wl68q/66SVuQg3v1v1ArQW7d0Bt6NK2MtV95qGbfeC7P7uepb+9c3nAGST9CsJp/VtHMlmFdkO87us1hMb8ejP/ozt5/hN55ht4WqpRbMFn9UuCsdR9Rv77c8QjWiCNWWUUWojnzlNms8lVxHEfQ0pLtzWyef26A+xIfeG0+4qvUBHk+Sk8Okicf0RtLc7P1VpWY76rqazatxhFLjTf+8myWhwy6X5OBd9+8uCxun2a7EpKrSVQsbKiFHtrqIq5soH+5Xwk41SvP1oY7gBG+2g57AV3mC7MYl0drpjvYOPr1KfYM/7/S/QT2G5vPRy9ivXBFtixpG2hNOw2N40tiWRlCuJEzUylitbfhr7eUjWhAU/K/XR7vSlDIofFy9vMMai9be6iGtmvqYjf10WkSlUdLMLwuasKZBVqrNpe+4xr4qooWYpDHJptmGYP1rYSauz86lh5hKz0jYevdWfnTB3va2+qg27+H+9tEffHRObbTDmFdkO4lU2g6pscFcskk7wVeqsU17mtnlIttptTtRvy/+up1QbfuyIlRJbrbirqvRKNsQNclWkhcbZqu1TopfpeFrtltb1V8+2ZbW99P2ydnURxyh1NebRtXsKYHhFStK1p6bR8sFhShBOepZFMLv2IhYlJlBFOLqI1wXYc12OK1PvKJ+NiRporu2RU3w6xerCf71a+1EV/92buvkL7eoCfyn74jWTptlMusk3O/SuMJLM5ZF9edKXf0lKVjMuGYrcM+FJrHWXj7iXLDZENUOn3xl/Gmu+qCSauojbdlms4KUZHZ18HeCJqxRnj7CGKWnTDAJe8CqhbtVLczECX+17jsmkY0yQ4o7I+Hzx9SJkVFlqSbvcSdRd492M5gZrLygs8CCIdtaG/PnLwv6nwy70WltCtpop53ga6VVrIQoXw7Cnvb5phH7EsvG0P1KhZI0ZDvJc0sUibocBw/Vimz7mu0GFi9WfwnR4L1jJ9tJ8dfiOg3ZPteu7F4GV63iwAtfSP/GjQD0tjeWhbXVVzXCVTVC3GxWq7q7j9HX1xN4Zvav8LvvepYiuCs8u2VtXnGlNiR1butkzw1qgv/OK+1EN870JqDt9nxj6xMck8hCGjIaJTTZwkTFmzRupFU8VJuvuHhqpUlMY2Na7epJ1/Yu2kKeoBaJ6D1NUeNu+PyC8GmuxWL19ZG2bLNZQYoUOkRQM6+RdhNkO1uq5g1hQTJNn43zrpX2VNQ46L4oPin4wHc/UCKy1WCmaD8jwVY/aU7QrPYkagCKpAxYGeYV2U4z4L3tmZ0l35IDHx/g/3tL0I3O3a8L2p1FDZS6g9ZKSxo1wFcyucwl2U7K37kV9o0dfaH7aQcP83m1JDiMStOuhRlJXDumXfZWz3QiQc22ir9gzUe1glQl13FkW+OHv7GTyWaYWrIEgKm2Niab4Tvbd5a9a5ss0nwLYaRZWZot2TYxONjP2bOnjPhloiDSua2TOxaXm1dcLoSXTX88GH/YUxzZ1mE6t3Vyd8eZyBMc476DJDJvpmNDksY6KVzUakj8d5k+X3Hx1EKTmMbGtJIj1MPo3NbJPW8JHeC1OXpPU9xKQtwqhpTR5e4e7Y41LUlDbJNcANtgfiu2g2bCmnkTYROpVa2raG4Ivt/iCS2zNW1MM1amUexF1WOSX32N8Gbaakm2CaX5l/T39yO9vm0rZxo3htW68WtrboNxzlX8YgosGLIdpQV+33ODH/07rwsOHNVqN6vVmlajVYmKIyqcLZ9JZDoprUd/WxEqE5PNcPAjilDV0owkKs9RmE3acdfh/NgQl8fKhCLfZluT7YYGLchURraT8lqJAJlEKAEaXn0Pu2+5lf5lTUhgqE2y+5ZbGd12T1lYW32lbWcTaSatSuKzwX+/vAMcOrSPo0ePRKZfqhtvhLUthyZhNja+tmX6u0+ppdqkMS5NX45CpWS7kjDh/hseJ8L9Oipc1G8lGyTjwtjKcHUKbZwNZh/Y8b0ddltiz4XjykXlJwlWaqry3l8Jzpevvirdicom0phCRJVbIGJNS6JO9F23WF2vbbG7AE5LHM2DZpY2KA8iG72N9y+Isas2hYuBjw/wuZd/NeC+9rdXKKGl0r0mUdeV9EdbXGnOMQivNKTpi+WZqeyMhKmpAY4dO0Y+fzaQZ/PbTOPGMK0Qe1XrqrJ4mGIo1csVYl6R7dl2MNvztASlFlrCuN+4tCvNS5o40k5A+nf9exSh6mlvpAj0tDey+5ZbedaHfUKVJm+262rbKDw51kprEEY1/a6S+L3ceb++Zhu0GUl1ZLvSgXw2fXp02z384N0/5CevvpPmr//vANE206oV2a6mX1VvRpIPCR6SyclJBgYuJb6ryXY+Xxl5nq2Nr02zE16qTfp+zDBm+eJs3804qtFaz2Y8TBofZzMGVyJw2+Lrem3lNvxpvSVoW+IlzfaTBCsxVal2D1PaZzoNm3ZSIMo0pOGNdXsP7bWe6PvdV3r++G+wuwCOqwfbt5Ir5lgklpb2K1RiVw3w9mtUHv/uapXHly21uyStdgyupj+G4zLrMepUVE1aq/HcsUJ0cCdFvvT6ZM9GixqU5r/g9d9CYRKIrp+k/R9pzIjamtv4whu+mLiPpFZomrOY5wDV7BqvVJJMm3alxKbSiSHuWSVlqHbisaU1uu0evrqtMnI9G5vtqOso1KqNwtfVTsZpzVRUWMmqVfCc5zSwerW6J0oagXSdtFYCoXmdpj/6mFH/z5QPxHH9KlyHafycJ61+1NaMxCyPBIqJdaPzp8n2d4/v5U8f21ma1DV5BqwDfNyO/g989wNsad/CzdfdzH3H76NntIct7Vvo2t5Viqua03LTkOGo8HGHdKUhCJVotsPvVDv2zpUZiS3sbz6vE9EAH/vXXVyc7mHd4i38t7d2lbX93kN72XX/LnpGe2gQDSlJzRaQcG5i9qYqaRUONmE2KQ7zuS73731nF6P00LFiS+zGOgh+M8S4663UZCfq/mDBfuBSmnEj7VydViFSjc12JWaMW9rt9a9Ja6VmGW3NbbyloQum4R3XdLJsWbCt39BxM/904L7S9Qc2dtH4ZCfF4hkvrzngAtPTS+jpGULKq8Hw5R4ui/nd6LFxz4E9gTw3NzTTIpczWRxi07ItfPaNXbz7WZ38xfdTF2tWWDCa7SRNbThcmjihdjbb1eQvrW1lmg+v2t+kj7vWhM5MM+o6ikTNleZ2tmYkSRs81bMibW3w6lcLY7/A/LDZ9u8rrYR5xHw4TJzNdlqhyhbW1tZJZDspTv/a1GwXAdMtj4xM30zz849XtiEsigDE7eg3Nd+VepYwy2BrhzTCZNK9ar+jqLjD76Q91KYSM7VqwkQJlJ3bOvnmi5UW7VsvLdeiVaM9bGtu481NSju+aWl1piom4gh0uDxp54So52HtZBqvHlHfjNkH0m6gS9pouqpxSyDucFrmddJ4FHW/2tXYar6luHdsKw2m/X+UIBSEAAnrFilzjBtbfG1+uK0//7p7AtfbPc9IWrNdLI4AT3Hhwj5OnTpFoZAJlMEsm20VcM+BPey4fkfARORrb/8an187wJ0Uefi9ye4Ra415RbbnQrNdLTGZK5vtOHKTNq+zyUc+n+GRRx5hZmYsNs2k+OOukwbtSspnIspuP/w86jptfSeFiSKWSWRbCGhoaAiQbQU72Vab9KQRhz1vs7murD8qzXYuV51mu5J2T9N2lZqRhGGSbR8FIGfUTT4yfRP9U5Vp1arxpmAuuU9kJ8o2aeml2jCqIbrV3Jtrm+1wXEneSKrRWseFievjUXmqxg5W+3vWPppvaFJE5Y9fNHt3k3EkMfzNpl1ZSJuGzRuKDUma+qQNdGmEmrbmNt61wr4h0nadFCbtvqK0z9P02UrG07Ad9FWtQfv/KAjZiLZL/5Nnf4M7kSVBMm61K6qcmmyXf6vTgffM96NWAf/1+H1lJiLhPTSObEegmgHvcpHvasl2XH6uBNnO5caYnp5mYuJcbJpJ8WskaRwrIdtJ5GiuNNuVku20fTEYjyyRbY2wZjubzTI15Q8qw8PneOCBB0oH31QiyNnyMzuyLfE127MzI4lKbzZ5tyGuforFoiHImJrtfOlaIZcqPxvaKtM6pnUnFobWfA9mBkFKWuUq9GT4B9eoTVpR5U4zvkK8ychcaraT8p3U76VU31DUd2kT0ivJVzgfZnlt71eryX4HewInV2roA1NMd5M7rt/Brvt3Re4TCO8j+Menog8XCa+6pp0T0j4Pe0OJ2lhn+2ZMQcy2gc6shyihpsHbaKo1s1F21rZxNO3YVekclbSaY0NarhF+x9Q+L7XY/4fR2qj64j1rFZl943p7fdk2h0eVM583yXZDKVw+PxMIZ6YRJXydjRHK0oxJtca8ItuVDHhR76QlqtW+p5H0kaQhRNWQ7UoJZPlEpYmbevCzUTUYv/bHDdzN1jLH8+Yglyb98MCUhmxXa0ZSaRtGDYSVrqikbetgOkqzLYSI1GwfOfIEjz32WOm9S5dOUygUKBSmU6VbTf2k74/T4GlA4sxI4sh2Jd9YUtlsZCDOjCRc1scee4yTJ3/hXZmzhdJs+2nHa7Z1mh99frLW0SQ+u+7fxY7rd3BVYzzxiENO5mhhKX+zKbhUG85jNUQX0pPtagirDVHfZ3RfkAwNDaEPjMpmR3nooYfIZAZi8xUmlWnzHlef4XiESG8HqzXZNn/VZpx6uV67m/yTF3fFeuWwLb/f/u/2w0XiNNtR9RGFuOfveY5P+Pa8w360eRpNvUkcu7YH6yFpo+k/vrzcVaGJJAWSLUzcu2meh+e4Wqzyxz07OxZBVCWlvvjnLw8K70negOLS09eFQpbly5cDK4BfZfXqF3vPgxpv8/0ohcXVy8vvV1KPtca8ItuVaEbSdri0A0alBDAqfBLpmC3ZTjsh+fUjGR0dRft5VhsTQErJIfbyzfN/wKbRTSxmMaOim3sJDsaVElpbGSut21oNZNWuciSFiRZk7Gmpv4se0TbJdkPpGUAmoyfmYIYKBZP8JQtUtjxEXcf1R41isQA86l0tJp+P1mzb8pKG9FTz/UUt5dreCZd1enqaqalx78pcObCbkVy40MuZM2ci83fz1eUHwpjaNtsJZ3sO7OGdy7u4kyKffWnyjn4bzA2RUWYV4YnHrIe4CdOmsapWs10JqQ1fR/0WCuMcPHiQiQllb5rLqfacnh6KTTPuW06Td9s7tnKl2bhoarLD3hKSvoE/fyx+n4CN7Gfy0YeLRH0vacfn8PMkEqY11OsWqW9m7aLqDoZKK9SsWaTIWdL4aStvtbyi2jkrTGhtcSSN73HPNluIKkA7HaW++Btb44+Yr8aMJJ/XZPuFwFIaGtpoamoqkW3bNxtlNvTJV0ULZY5sJyDNgBdeEqxW21kpEcnn82Sz2djwcb+2ONMuIaUh6FFxZLOjPP7440xN9Xpp6mXxAvezi6tYTgstrGENADkRHIzngmynvU6ywZ1t21dLtqOWk+PJtkSUbdSJstnWbVT07sebkVTSp03MzMyQyWQSwxcKI96dpcDKWZuRxNVp2rzb+lWlNts+CkbYPJpsK5wGhunpOREg27a+aB4I87Hrg9o22wlnU7kpvjemvrVf71DEY2WDIh6blir/wklL7uaGyChynYboxmmszb9tccxGGxeVnhk2WmhQ9ZnNjnn3pXdfWN+brRlJXB+3kaRIX9MRmuwwosqv0ZfgnaQSjzXT01MMDPjHW9u+L/NZHNL0FY3ObZ38w8vUN7P3RiVsxI0LNqQVaj68tcuarzSEOK3AUS25DvfNWige4/Jx100WAlvl6dvpzUgKFItFWlpaAt+yug6SbZtQplcBN3l+0d/7K9FCmSPbCahGmqtUmxl1P2kyP3nySR566KHE95OIchriXEuyrW2h/AlJaeoKhRyj9CA8dzvmJglzMK60vsfGhujv7w+8P1uNdNT9cDzj44McP3488nnU4FQpSUgrWAXzXaShIdixffIdHq381Qf1vrbpnqG7u9sgFdHpR12b944d+zmPP/4oUfDLrgn59UBTxWYkk5PjHD161BAeysNU2idmZrJMT8+g7MjVy+nNSMzIJOWabdN0ZBw4YObEmt/w9V8eSKdt0+7HCgU1qXxyhSIeD75b+RfWS+V/9+vlmu/FjfbJMYpsx5FuW/9Oo7GyxW9DkkBqSzfpO9MTtHYZZq7a2cLbypBWEMlkMpH5s70vhNLItTaVa+SiNNlhROVb9/ONS+xkXh/JHeWFw+ax5vz5Qxw5cgjThCqt9jbqedr+E+cPXhO5OG4QeTS5Z6O9tkWRs9evtdd1mrGnWl4x2xVyG6LCpPn+NN797HK79y+9OSj4pSWqtjLZx2+1n6K5uSXwbba0tBheSuxpd27r5HMb1Fj403dGexrR/cNtkExAmsmgWm1m+Dqpo164cJaDBw+WrkdH9aFDee/6kvc8nviESVfcAJ3P5zl9+nRpQxxAoVDAP+q78vJp22yt7dETUqGQo50tNHhdRBg+Lm3asug855iYmCxdnzp1kOPHj6Hr5eTJpzh9+njgnUrbLOp+uM3OnTvKuXPnSNrUlkRS494x/47TPJWTl2JocySA8E6RDGu2g2RWSnU9MdHL6dOnyWaHrXlLIqiFQoFMZrp0nc/rjYDBPlxezgzKZX8T0EihUCy9Ew5rq6/+/jOcP3+emZnJyPxW+l0//fTj/OIXDwMPAX1AJWYkZn3nCWq2s8A0TU0t1jYP2nNH5z/KO0kY2v2Y/uTDk4XGe55TPjl++sX2yTFJI2xDpcTadq9aoTUcT1S+pVSk1xc2c6HwesLOW+OzpRtHDDUuXern0UcfZXp6NJCPfN5/yZZW57ZO7t5efhJelCY7jLiVIIA/uiH+SG6b7XKrIaANDw+jV82yWS1Q+4eNzJZQpu0/cWHSEMsoM4NPvEAJNV99QdB7RjWEOC2xna1iqdo5Ke07Glq4N715vOfZ8advRyG9cDLjketFgbAm2U7zPaYh0k6znYBqOlilmu20HfXcuZMMDQ0RRYT6+08wNDSElMFdtHEEKPzRhtMcH++ju7ub8fEL3vMiDz74IP39ZxLLE1U+be+r4ZuRZNnOp1mEGqSavPOPmmX8UlL4ur//JD//+c8xyZcmlwADAxc4f/5c4FnaASmKwOlBc3JymKeffrqUdj6vyxr8cMPpJE1itnds7RZHMMNCFsgA2dbwybZZKXlAGvnVE+KUd636YC6X4emnny5pjAuFAgMDA9Y8AJw7d5xHHnmEcnJtJ5B+/nNAM0qD2OiVJywQmGUNxjU9rSZwvRO9Ei2nxvj4SMCMY3o6Yzy9aM13dJxhs5ECjY1N3r2TwABNTYsj3rULcuHrKO8kJtqa23jXSvWthcl1PrR4UCyWT45v3aImx7BJXaEgGR8fp1CQgfuVTMbhMtn6eJSNuC1eWx4qFYaz2XEeffRRRkf7vfd1fyqErn2FwpEjR5iZyQTyW6lme3JSkexcbqIU/6OPPkpPz5nIvOu03nmtarO7RLImO6lPhTXb2vToKs/0KMrUyDRb+cxNmuyPc+DAAcbHT0FgtSZT+nu2hPJykW1tZrBCqHrYvFQJNW/eGC/UVMIpktomHGdUuKRxLlx3cav8afOUNmxSmEpc7trjmkZKaG4Oku3m5mbizEg0qlEeOLIdgWoqr1JJMi3Z9olxkKxqkpHNznjh9OSrjniOI2AjIyNMTvpaYJvmEXzTD8hSLBa5eNF3OB/O58xMJmC2kc1mOHr0aCmuQkEviYe1QZJt/CavW7qTRbKdRtlEu+zgFoKal6R6Ghk5X5JaTYKo6s0kNT7Bq7aNylcfjtPX14fylJFMiKLaJo1GzkYS4kh7+d9qg6SGEOq+8kjimy4onAVOGO8HPchocjE+fpa+vr6Spnt8vIfDhw9TLKqNYtlshkuX/CPHh4bOe3/NEJxg44UTpVnXh9E2eeV+sPSerQ7MOvX7YlgT6YdJ+q57e5/2yHYO3c/8/Kq8JZmRGDky/tZkuzkQvqVlMYsX2zYsqnaampqku7sb39QnGMrmnaS5oZlljatACja0KkLwcs/9WC5XZHx8vBQ2TL4LhfL28ZfYJQMDAyWha2pqiP379zM5ed7Lm/La4RGWoAAAIABJREFUoVYkkol1tffiniV9I7YwhUJwTM3nFRHMZAa9cPro52mgu/RcC6PZ7BCXLl1ieDi4ymDLQ/wYILx0dHoqnXPnzpaVM3ythSaLnG1JJ3hdKEjyhtRlS6NzWyefXh1/JLf2wnHm9jO87Rl6bFfzUDY7gtY4+mQ7z5NPHmBiQtdzeT7TtKOtTm32vXFmJGnn/c5tnexqU/Xw2G/ZhZooslgoyNj9WHFkOy7vtrgymQyjo/53PjWVYWBgIJXgGo4zjmtEvROVTyhvm7j44sIF+4cam1Q/HgcaaGz0FRm+ZruAsumOzl8477a+FA5zOcn2gj+uPa4TXbx4kXx+JUorF3xuI40HD14EtmEeG6om12JIE0boOUxMXOTnP3+K6enrgZUUi0UOHDgEbAFWAnDw4BMeuXoloLRzAwOTwGovT0GNY9gdDihbVTVwqwMt+vuPMz4+hJSrgBaGh3uQ8jzT01cBa0tanlxuEniYQmGGhoYGj7hN8YymG1jBr/BS1gG/QhjhesrncwwPT5TKFCS4TcaHlg/FUQg9j07D1NBls7lSWcsFDW0TmwVay9poeLifw4cHgecH3o/TtoVh63e2eEZGRsjllqI/uXJyXm5GIqWp2TY35Y0AI0b8QbKtBSjfzi3n1Yde5p4BljEwcJwjR4aAV6C/AV+AFBUIJybZbjTCjQOrQnUhOXToMIsXrwXWefksJ9vZbJZCoQmtDyhv22kGBibQ38b09BRLl4I+WCcI9b1WYkbiX08DBcPnOcBK1q+/jubmHA8+mAMeZ3paEydVhr6+kzQ3DyHlGqCtLP83X93Jps3w0e/vYjDfw6alW/jsm7pYdKyTw4fh7W8ssGn9EPchAcHwcB/795+gULgRWMrw8EWeemoQeA4gKBTKJxf/Oxnl8OHDjI5eDVxDzrMV15rY6elhDh48SCbzTAjZ66Y5hj3pXhqybQuTyxUQQqL7Vvh7zGQG+fnPD5PJPB9YbSgOtEmcJr8zwGljeVmHCwqn4TyZacWNAblcjsZGmJrqA0bJ59cC+tsNxlkuMKjfNKfMFovQaCine3pOcfx4P8Xiy4EGZmYyXLw4DqwtKwcoG+5zk+UnAdrNArVgIoGMcX8aGGZkZJjh4Sz6+zYRHsPTKktsYW3vBQX14L04oqXrOLwqVD7fSG+/hyJ9Q0NneeihU8DLgRbGxgbp6ZkCri6lGRaWotrRRuRVHasIjh17nO7uLPBqQHD8+EGamzNI+UrMsTUN2fTrWdLd3UOhsAq1iT05X9Vo76PKHB/XBIcPH2ZsbAMwRnPzCqanGwJhW1q0yV6OYrHRGqeZflwdxbn+GxsbC5jo1hqz0mwLIVYIIb4thDgqhHhKCPEyIcRVQogfCSGOe78rvbBCCPFXQogTQoiDQohfrTS9OIk4jbZTSt2xATI8+eSTXLp0wntWpLe3F3/JUTIz40/c/f1HPbMR5U/YH1ByBDV/Qb+7WlOcySiik8/rJfMMw8PD9PY+rXOHlATcph09+oSniQySEX9SKXc6f+TIIc9sQ2FycsQLOxN41y9nzsvPFFqD0damNW6/KPlwLt+k590tFJiYmChdDwyc4MCBA2jSE6wncxVA1VuQ0EkOHjxoaFjx8hhMU78zNXWRhx56iEJBpT86ep4HHngAbcMcjjuYNpw/f8wzq4h3nVeJts12L5+f4YknnqC396Q1HvW33YxECV9T6MnPRD6PR/KGgZ6S5tLsw1C+eqH76OSk3mcQ1vwrjxv+vSTNtjYjAV+zTSDPfl1kGRwc5OTJo6W0dL61mU+xmOehhx7i1Cnflj/cB06fPsThw4cpF26zBDVxoLX00WRbcujQAUZHtYmN2dePAIMhsn0djY3NLFrUBrQDcOwY7N8Pft1qwSZ48plZns5tnfy/m4KbenQeL106w5EjR8jnlfZwfFytQOi+3t9/kgsXLgDq+sKFfs6fv1CWhvpV7TAzozRmfj2rAuVy6ludnp4gCnOl2Y771p566gj79u0rXU9MjHD48OGSBn5mZsL7VZu7fbvO4P6TMPQ46m+g9PalWAhvGoFb159Kb4RsVmnKTbIdVc5KyHahIANk4Pz5s96+CiU8dXcf4cknn0R/z2HeYLPhbmv2zQKz2bwx/6g41bxwEClh8eIlqG9arSbocSUMKe0Ci0Ya4SscX1SYcmFN0tPTw9RU+XgZficq3snJQR555BFyOTU+jozolWHV386cOcTJkyfR3/rIyDBjY2M6t1y4cMFY2S7Q09ODXn0cGelj//796DHp7Nnj/PSnP0XPT/6hSypu7Q1Kz9/5fI6nn36aXM7et3UdzMzMGH1M7fU6duxAzDvx1+E21fds1+H7ypONb744M5Mz9jNMe2EGgSkaG5dy//3BfPhkW9XN1NQU5j61MKq12f7FL37hcZe5wWzNSL4I/FBK+RyUK4KngDuA+6WU1wH3e9cAbwGu8/7tBL5caWJxA18UETevf/KTn3DunCa3qvNOTqrJLJ8/z4kTJ5icVJupxsfP8fDDD1NOcrKUnyBnah2D9rQ+8ZOBfOqJwV8GNH33ejmc0R+s1tD4ZMS8b7qMm5gYD3yI/gZITbKLgTj0r4mlS5da6thOts+de5J9+/aV4s9khr0nYaLlu0zzr8NCyjRDQ0P09h7FhF+XRfr6+koTQiajbHELBUUiBgZOepPPeOC9cmJvI+PRGu24icM2wMzMZBkZGTG0LGpAGRq6WPaeH3/QG4lvRtKAqsvDZWmfOQOPPKIJ2Cmy2XEvvrDmTre17oNhG+zwKkPYvV28zXZQs92CL3uVk229xK7ysg94ilwOslnI56eBKW+Ch4sXz5e9r6HtvE3zJF8wyIa+JTsp8JFjeHiYc+ee9K6LZek1NrawfPkalFDRSrFoxv884FmoeTHo8UJfT09PcubMGaLMSsLLztqOuFjUwrluU9WXNMFTy/2SkyePcfToU+hJu7+/v+SXXR917As8mozpMUjHVW5nE6fgsH0XtnD5fJ7Dhw8zPT1d9kyHz+WyPPTQQwwN+ZPy0NCQ946K/OLFbm/JecJL0z6mKhIoy1b+pISmpiavv0pj5cfP9MzMTEDhYStXb2+vJ+j4eQ/mQ9ev/1KUBj9sRhJHEI4dOxrY/+L3P9V+mYyuF913gmW4ZWvohMll5oZMyf79+zl9+ogXZyaUBixb1o5Jtn1znGEOHTqE/s6C3waMj09Y94qkMQcJ5yEc5vz5fvbv3x8QwE6dOsXJkyeIQlj7XShkOXjwILmcJn4j3n09j+gMhBVIKvzRowd46qnHvTCTPPXUU5w/fwyAbLaXU6dOkc2qsezSpac9c7Ap77rPe8+cs4NpKag+Nj5+kb6+PoaH/X1OYQwPX+Dhhx9melp7GNNjhp/G2NhYwGQ1jWY7TRhbXD09Bz3FSA4o8uijD3LqlHYuYY5FkoaGpazyFkuam32yrTBINpvhscceo7f3dCn+mZmZgDlZWu1/sVg0wsRIuTVC1WYkQojlwKuADwJIxfyyQoi3Aa/xgu0Bfgz8MfA24H9I1XMf8bTiG6SU/aREmoHfbOhsNkuxqDduqS9raKgfeDZ+Zw4SED3xTE5eYNUqkHKSoAnCDMEl9x6C5O0EYG74C2uStZZaE2U9wZlaaok58Znu+PzfYmky8cm2aROt4giTfj8f+rpcq7ty5UrgfOB+FNmemBhk+XIteTcR1J6aNtk5gpP5DFpoUVWQK6VhluHcuT5vWbaZbPYSTz/9NBMTeczlbl+DpeP37Xb965nQdTkZCxNnW5+KIttmnzx27Aj5/CiFwk1Ak7eMbebPFmfRqtnWGpKo9GGJ10fNMEFByiffhcBzH6o/+XGHB2G7ZntycoL9+495347W4rUxOtqKmpRtZNsszwQwwdGjjUALGzdeBC5SKFwDQGOjPzydP9/P4OAMsDWUlyxgegYZIcqUK1qzHRREy/uhwqZNz0FppESIzK9BfW/Hy+LSAvHAwElgiHx+NbA0kWzrdtfaNS1cKLKdN96fAqbwNU8zQIFjx44xOLgEeFGJfOm612Rbj3WaHGqNt02zm5ZY2wSy8fFLzMwMIEQTyuzFHHdVgWdmxslms1y40I0yDQpvUm1mZiZDa6tJqv0zAdRv1otrBHiQYjHvrdL5LhaXLl1KsTgC/IxCoTUQj5Tw8MMPs2TJWuC5gfKY5TpxQhO5dYAMke0W9PeiyE1wHA6PKWHNdhxBuHDhAop3zBDs82GhQrtzzTI8PIk26dOrKd33dpLNwn/aAatWwV3fAcgxOZlhbCyD6v8TLFnijy1r176YlpYBVFvoVRZlRzs93cvg4CDq21vNhQvdngcqVYfHjj3lmSm+CvMI7jDZbmiwl9907zczM0Oh0IzWE5469TRtbZJMZgxYQTar8mueDxAVn05rZmaQoaEhRkZ6gGeVBFt/U56phTXHhhk0N1CbjSW6r+mVbF/gC5PnabRJhx9XQ1mb+vWjv1Xd91U+bPtQJidHaWiA6elxYLmxOu3jF7/Qp+O+BoALF857JqvXBOrGTz9Zs+0LMXn6+y8h5XpAkM3q9KfQpqITE/pshqAiQIglJVOp9evV/ba2NoRoAbqZmmpk+XIYHdVKPTh8+DDj4+NI+WpAxJJtU5nxwAM/Z8mS56DMrmzmh7XFbDTbz0R9dV8TQjwuhPhbIcQSYJ0m0N7vWi/8JtTOLo1e714AQoidQoh9Qoh9U1OXAs/MgSqfz2NqJMoHsxwPPfQQ58+f8UKEO5yuXG0TGnQL5U8G4Y0RvpZUXU+gd9EqKEN/Pz+KdPjmG0GS6xMwM067KYr+0DKZIeBnFItas1tAfehm7wprb23pj4e8kSylpeVa1q5dS0vLGmAJLS0dqKNTNdmWmAOBEJp4hCdqX+Ov7h0HjhjXJ4Azxjt5goQYYIrjx49z8eJTgTJorxthcxr/gw2vPpwC9OACalIwPVSovI+ODrJ//358G2hCZUonzY+Pa+8EQQ2iuQJRTraDh9pozbZJOPfvh8e1AoVrUYtJLaF4dNtOlK2E+KTC3lb+vTPAGeP5WbQ2y8SlS+e8QQ58st0AvARFQP1vzs9bmLivQtnM+3bNudx5rw78ZfgTJ455GyDVpBYUfrVGD5SQOICUcM01LwCWkUy2w0uySvBYvHgZsASAJUtWe/lp9soR7gvCexYUXPL508ATTE0Ne+/5ZiXSqNDp6SzHjx/32kqWNNv5/Chw2pjIzgMPGHkfBHqM70ppHlWc2k2bjktpiX3N9jRKANAkvNwsLe4bSGsGoMtiCpsnT57kscceK3lEyeW0JlWHMccC3Wekl0ZwPAz/qlUT9f2vX78eIRYBz6Ol5TrWrVunc0qhoOsnODYODPhjQ/n3bSodcoBa0n7mM5/JsmXPBW6gsfFqNm/eHBjLo1bLwkKWWX+ZTIapKS0omMLwdKB+lBnJhDH+qfbs7X2KAwcOBPqciZmZnBF/xuhDPwNg7dq1qO+5g6amNlpbl5TebWrSZmMz+OY4qg37+09z6dLFUtl9DarvUUK5rPXzkqZP5XIFHnnkkZCrWF9YA8hm9VgQvRu6fHVB10/RS0f3xWmgaHwXyu1ncOzJhMaR4IqA740sbKoXHgfD5m9ZzDbXc5xe0fI9a5XD/05031Np++NpuUR88uRRzp49i+YQaqPmaOl5WLM9MTFRWgGSMsujjz5KJqMI9NhYL8eOHaNYHIDAquM0wX6WJ8zLGhramJ6GlhZoalLpNjY2snTpDV7cejOzniv9jeNaiZTN5jl27JjRt2F8fNwTCBWmpsYoFosMDGjFaLlAUmvMZoNkE/CrwH+SUj4qhPgivsmIDbbeX9bqUsrdwG6AjRtvlAB9fX0MDg5SKDwfLbk8+OCDLFu2zMuC0gSdOdNPsbgFaChNMJcu9QLPoHxZRn8EfodR18EJRxGTQui9XKDj+WHL7+Vy/UA/+XybF39w85oiykcwSZPW5Pjaj36Uxs8kRJJicUrXGeojCZuzmDaDplYcMpk+oM/TKDR477fS3LwZIWDJEqWVaG4WwFF8LeVZFHl9CdDK2bOCY8ck7e225fPyyTtcT/7fJwgOQBLdRj65DsanNXVhDYS3yGJNt7GxERgDniwjWxcunKatbcLTjiynWJT0959nZkZtLgW4dOkSQuSBDYH828qkzCEaS2TGJFflE02RxsbyT6Sj43k8+OBFlMu5pYyNaRuNVUArcLbMNjObHQQGS0vU2ewFYNAg3xnM1RfVV/LW/utv0HwSKV8Uemq+EHYrthgYYGhohPHxUaTsUCnlwxqEbd5vv9HfNQmyqfnCWuun0ZNSOP/Lll0FDAFq8SzaG0k+9L6q0M2bt/HEEy1AkWXLGgLxf/vbsHx5OJ4mLy1zkiwCvkmRHmfGxy/xk58coVhU39HQUB9wjkxmMbDeMBuh9KvGO99Eqr29HRgFJo3JcIqg4FQsjYWq//2k1C9UfziIdrRgI9s2EhS34lMswuDgIK2trQjRBhSZmhph2TK8zcwKvb36xFq1ES1IeAoENU1Z1ApOkGzr/KoNn6dL3kbMfK1YsYLly7cwOKiWpZubB8q+2fCGYvP9bDbL+fNDFArrUFOYma8HS+GXL19OS8sKAJqbr2HZsgv4ypnmQP2E68uEeb1//35v5fMVBM3gTmAKv1KexdRjaYI3OTlMe7sm44uZnBzn1KlLFIvPAAQnTz5JoTCM0jhPlRGqDRs2sHLl1QwMqDlXfU+/Bki2bs3R23sImDHGZWXS5ZdPrXYatQksJpOZ4Gc/28eGDWpjq1lucyxThLyIWp1W84CUkgsX+lEKoGUl85HR0ZPAZMkfuG9+JDh16rRHTp8FwMjIIA888BTT078GtJY2DOuxSV+rcehkSMgZM8aKGYKaWUW+dd7Vt6f7tb+S69eVuRE7S3DFzCffKr5TwCC5nPTqwu+Hp06d8ubwrV7+9YbdAWCMfL7Ry6NO3OzDRYIadaWtP3bsF/T15dAbNU+ceJrp6RYvjSz79u1jbOwq4AUUCmNkMhlGRs4ALzSElRmCQvN0KK1pwpptKQXT07BokRqvfWG0FWW+l/HKr/ucT6hVXTczMTHE9HQ/QhTQqyuHDh3y7OFVeWZmpli8WKfrWyfMJWZDtnuBXimlPmLu2yiyfUGbhwghNuCrEHvR23cVNqNPm0iA8pWspdZlFAp5pJTGpgQYGOhlaOgs09NLgdWlZRdfW2g2ai96KUwP7uV20XqZJqyhtZ+e2NKymLAmT9ka6SOD9Qc8AwyV0lOT6qXSO77E50deKOhlO3v9+O+Yk2wGc4AuFseAHsLu1aRUyzRSTgCLjTKZRxr7B6v4JE2Z12jhcWwsvBQ/A5wvI0E2QqfgT3R+eYLmF5pUq4FTGmRbaRN9TfcwJnkz016yZAmKbJt50RJxlrY2M52MJ6GvRnssefLJIzQ1AaglslwuxxNPHKGx8ZnAckyiNTambIBzueWBfAc9fWi7zSJNTeWa7aamRajP5irU57oP1c7aPVIhMFFlMtqTjFluiam9VRPssJGHMbQ2NNxWa9ZsQg9G4foUAb+9YbLdCkieeOIJGhqgUNiEMqkx01kUCg9qmVG1h78MHzYJMq+1gBVMvalpcajvyoBrxeA7WvOtn+s21O1h94hiDD8hXCi743+Hqm8NDfWxahXkcuNAK9nsDC0tkMn0oyf49evX88QT54EO2tsXsXZtAUW2l7B8+Qra2xtRZFuNc8rmP0y2jyJlnpUrV3rfhbq/YsUKpBwJ5E3bTUopGBwcpKGhgWLRN0HQ8Pub8qjU2NhINtsMzNDXl0PKcYQQFArtwAjaVNvXcPuYnu4Dlpa+5ampCdRBROaG1LOolRrVTvn8GHDGMH+ZRAscPpawZMm1LF++PDDW+fafZrn1mG8qZNR32td3kr6+CzQ2tqG+77CGEhobm2lvbw+k09ysNb9ZoK2MZOdyWR5+eD9qC9NqpJQ8+eRTLFq0AtgIFMnl8p6AWCSoUfVXctTmMX/sFEJQLA4Dp40+p8rV13ecsbExpFwLLGVkZJhly8A0RfLTeJmxMU3fF6iVIli0SGt0pwzTMJ9Q+uTTNMHUguYgjY0wPHyJMNkOmuOpDezKHK+hZCKi4nsqUJ/q9zwzM6oOlNZ1BFjBmTPdnonKtUADQ0P9LF6c9/YXtZbIobreZ2wgngbOeeNwE+CPm375zLFozAvja3KDZNvUnmYJ9qWzmMRRKbROGeWTmN+SXjUVAnp6NCfZ6j2bYfFiSnt4fOG6COxH9WOT1IdNkloN++4ZYBH9/X1e2ltL+ZyYGPLiCQq5/jysNNn+sxFg1Ki/CSDDVVddhZRDwDqKRZiZgcWLg2ZF/4e9Nw+TqzjPxd/T+zZL96yafUajfV8QEghssxsZsQkwGAfZ2DiYYDBJbOMkhCQ89zpxEse5sUmwzWPfXJLY+WEb2+CAWQRmkQCBBEILQoOQRkiaGS2j2We6+/z++E71qVNdZ+menqWH8z7PPD1nq1On1rfe+uor+q2CqtK30j4Kb4Mp5YoCjI4eBpDA8PAQYjGekOuuGymukcwGav39vWBtqM/nM7jSLDTyJtuqqh5TFOWwoijzVFXdB+BCALu1v1sAfEv7fUx75FcA/khRlP8CyaK99vbao6BCRxgYOAqgH8kkv6EENYrDwwOIRPiGkxVsDyiT+ZX24uKJNzIkQJySJEXYfHqVsBKzZ4fR2fmSdjwfNTUe+HwHIZo4jIycBHASIyPZFjzGxtQjNCQE3o7OGIdXAJRzBfktwz3JZA+AHuk0XW1tHcLhYQCNWe/MJtvs10iEKZ16ObJ9JPO8Hk8vystrkE6zMVYYTU3NOHTIuCCSMAa9cWJkm7dbOwBd6RqEsWHS1T/93ZWorKxAMtmZeYNItvTNXxjZo/ezhUfGZ8hV4dDQGSSTpzE29gHINeJI1r1EDtgxuSrk844GUSq8XqsywaZwF4MaMEYMmY1aDbq7z6C7O4ySkpOGZ+1+yRQhm0x6vX7MmtUKSp8uyeBF5Z6TkW0dIyNHAHRhbGwAzc3NOHVKAQ0gGJpRVlaGY8fC8HrfRyKR1BrzbhgHgXvB1CVzLEJra7mWLqyJS8G8uWMNrMLdm232Y/1OgAZAbLZJfodO6FjaMSVuEIEAmw2h58k0oQWnT4cQDgP19WmEQhEMDcWRSHjQ2DgGsvsMYPZsP7q73wGrd36/X6uTpHXU1dXB51MB+KAop9HW1oaXX34XpLqeQiKRQEfHSQAvI5lcoS14A1Kpj4G3g1RVFSMj3QAO4/DhPoS0pjiZVMBs0ROJhDa1ewZAAyoqIqip6UV393EAr4HZhQLAyAjrPJn6xtKfn02kNpOJDaOj1JaJW3UDbHF3P4AAvF6j+1FVpdmBaHQ+Tpzoh6p2crvT9WbyhrATQAP6+k5pqvwgiKSIA4ZmtLTUaiSX5TFLf4DKQxlGR8fQ1zeCdLpE++4zGBkZwZkzZKOuqqPo6urCyEgXiGwPZ0gE80YklqlQKIZYLKCljxd+fwDxeFg7/oDLM2rHBgf7NPeYAzDWqUMAuhAKhdHbOwTqM4OGtHvrLYBzDMPtoLqfC0dXMnUixyub7wLowtBQGrEY0Nd3BtS/N6Gr6yROnDiMYHApyByrH11dVHb7+48DiAtkm+D3h9DaOgt79rwPoB6hUBoLFsSxbdtuLQ/rufuHAES5Bfa9AEY50xOAmePos0Z0PpFIgDc9jEZjyF7XtF9LGyYYvMoR0GEArwukljfN0+u9bNdg/tfr9WrmJCqMpqPEhZiNtLy97wMzc9XziA9DXL8jel9LIttUhh3LzHA6tcGKH2wgoj9L/X5FRQVKS1tx4gQNSoeHzch2C8rL42hvH8Brr70H1m/F4wmcPn0SySSt+TlzJoRYDBgYIIGRd085OLgXQCpj2qR/Zxhz57aio0Pnm4XGeP1s3wngEYWs1zsAfA5UU3+mKMqtoC+9Trv3CQCXg5juoHavDUYAHEJJSQkGBwfR308kbXCQJyXDAELQN3xhqg4VOJpu2ZG5m6+ouj9pfiMZtviQJ5WHsipBefksVFSkQBUwBq/Xo1XAfgBViMW8SCbfs+h05YocHe+D0QSEfhXFp9nRvQ8gAUUJYvbsCLq6mEu506bvE8Niv6dOAT/8YRmi0TrpdZ1IqaDOU/eeot2h/ToppMtQXV2KY8cY2V6EY8diOHpUJ9t6paZFjQDvrpDNEugNhs/HFiDqJJoHmY2kADQgFitHJHIKfH4TjHb6+kJU0fSIV3dHAfgwOjoEj4fUGppW1jOAT8NEIqG5jjwMoA28TSFTtnkzEqZsZ+dnGZi7OUK7NtqfByKL7xpmQEhh05XOUMg4AyNCf98cNDXFtTADAJIYGxvTSJVPS58UZ5ohJ9ssvKGh9+kubwmam5sRCokDCw8CgYQW54Worj6GQ4dOgsbuvMopk5MTqK2tQXNzCr///REAFfB6PVzZBYCUtkBP9q1J7NgB6KJnWvvuXMn2fAA9AN6FqgLz5s3Dtm0nQOreYa0TZqYPzG56CEA/hocHOLOUatTWNhlUWGbu5fVWZI4pb2lJTCAAxGJxsE6blGuaEQuFWrQOrQpHjwJlZSpKSxWUlq5GV1casVgf6urGQOrSGMbGeJeLwwDCSKXSOHz4CHp7e7Xp6Qii0Ua0twcRi8XwxhteDA2VoKYGWLqUysbzz6cABBCNAqWlKkjxHwCZzRnzIJ1OIRqNaou0ACCI2toq9PbKBsf6sV6/6bi2thaq+h4AUrSTSb4MAjt3KggEagGk4PdHUV8/it273wfwJkZGItx7yJc9E/h0VV4cTDXD7zfOfKgqT7bfBZDCoUO96OzsQTpN/pKZyYs+OySawAxzZe4tsFnK0tJSUB04F21tPjQ3D0NRuqGqDWhqAnw+Y1tKaTsCZltO5/vA23gzEun3h9DSsgh79hj9HAPAqKA38bNaqkrljb6BJ3rHYJyATw18AAAgAElEQVTlGQXQhb4+IBZjixgPATiBffsGEAxCW58zAr6NPnVqHwAFg4M+hMNhDA8nQeW+CfPm+dDU5EFFxSwcPx5ALAaUl5NJBrXFRzS7X0YKoxmf/ETikUlXVaW2xeuNobGxEaraC6Ad1dVRlJT0a+kUR2VlHH5/L5iApyjG2cTGxkbs3/++IW34WaRYrAREFE9ktSs+XzDL1E4X2Mrh9Q6isbFOW7/yEqjdZxgD4BFM0MoADKCpqQ4nThhn5fWyxc+0HgGbkSbQBmf6/aLpRypjzqqvCWGmND2Z+yKRKKhOAQ0Ns7Fnj+4GNx6PazNHVN5GR6l88GSb3uWBzxdHJMLPJszH/PmV2Lr1RT0VMm1rGsRL9O/mha/q6mptQEcLoqurYfDQUmiMi2yrqroDwGrJpQsl96oA7sjtDSUA1mPlSi8OHDiAd945AopyEn6/X5vq2AYgkVk4QNMDH2SU6ux46P/H4xWZDklVaUqOCN1bXEN1OnN/MBgCNQKzUVPTiKamNGgakDr2hQuX4sknhwF4cfQoEA77oW+oMmRQpQFSYbq6dNU0Gi3hdolLGeIKLEZNTQLR6EntfAxAGzo7ey2d9CuKByUlUTC1F+AJVx1onasPrIz19AD/9E/65glGwsIvMuzR/kSTBWNcQqFyxOM+7d6I1hEx85oQtm3j765GY2MUPT3U+TGQ8vReZhMO/l00Pa7nIZnEDAIIoLS0DvPmxfDsswcBlEBVgfb2uSAvAl5UVg4hGDwIIupnoLtFZDah8kUthBEAEYyODiMUYo0C3Vhb24K+voPafQvg8YTx7rtpjcwcBk2H6Qa/jGyzTtsqPbMRQyq1kDvW/VyfPg08/3wJfD5Sunt6gFdeKckMRE+fBjo7dfI9OkpkmNSPGuzd68PJkwBbFLhnz3Z0d/vAqryqpjODgmyybVTG6Lca4fB8bZCb/SV6nYNhClvmCcf4fCNKSuKgtW91mTDoHtbEJbWFcrIwkhgYAAYGVFAZP2Pwkczutc+LgPb+96AoKmpra+H1zgKgora2AaWl+5BM9oEUfuaO6xiAY0gm+cF/NbzeWOY7gGwTMtlxXV0baM35cbS11aKzswXvv+9DKBQUOi42UwQAHng8ZSgvT8LvjwIY0MyMCIOD+wCUoqfnNA4coI7K728B0IzSUgUNDcZ4sDTyer1QVX0DipKSEkN+ElFm31uPUCiF9vYafPDBTgARAGvQ2Igssq2rhrpSTUSmCmVl7WhoCCKRiOHo0VIcPgw88ADZagNk9vPLX7JjL7zeWQgE+LUCslkJIm3k2YHavEQige7uk6Ay7skyEWF9iY7j6O3tRzzOiEA0o/4RAR4B85VNYZyB0ayD2p1IpATLli3Dr36le8QKh8NgnplUFaipqYGi9AIogcfTi0jEj2SSypgev07Jd5aipWU+urr0OvLmm4DEW2Pm2VCoBsAJhMPzUVp6BkSmeIHJaKbEP1tfX4/eXt0kMRYrh9c7jK6uk6D8n41Vq8rR0dEBMn9SkUqNob6+GfX1ddi61Whyx29sFggEMG/eWdi+nUwN9HblIIBTGa6gx8uD2bNnY8eOQwBaUFZWgspKIBI5D319XgSDQENDOWhmoxTl5QoUZZf2bC1mz27Ae+8x2X85GhvLoKpMXEigtrY6Q7ZLSpoQiYyCX3uhx2MuWloqMDy8DzQ7UY9EAli6tAlPPdWLVKoaVVUqYrETYCozGRUw7AKb9dO98MxCMFiL2tpBMBMMgK739w8i25HCKeH4JIyzFYNgijwddyKVom+jNRTbkE4zkz0KJB5vRTSaBJWHVaiuLkFHxzEQl/oYIhHFUIdGRshLDr8Inb9eVlaGSKQctG6qBh4PUFlZqcW1EZHIIBYurMILLzBXrkmUlpbhzJleLc5zUVERwIIFFejuLsPu3ZWZsFtbWzFRKIIdJH1QFGiVoRnHjvkRCqlYvnyQ27zlZGbkzUarjIDyFZ3sdRnZXYlnnvEjmdSJGl0fBVOIRdVE9wwRhaqyaWZd1SASSZWefKMvQDjcBaAJlZX9SCROaO8v0VSEGhw4sAvUoC9HOh3E0NDWTHyNRCUCwIOKigqUl8/Hhx9WIZUCnnzSZ1j4ZWzY5qC+Pg5FYWqHDx6PqtkXDmtxzS4Cp/XxRaZDzob5Bhhk35YE0Iza2hbMnp0GWyxDit9yvPTSIPfuBi28haioGAYp9+I3UQdB3k9UAEGUly9GWVlvhmwDHq6RaUdZWbXms1O3C6Q8JHUwGi2Hz9epxU03TRgePgJStSgvR0aGQVOE/E6A+wAkMDIynJlKpwHQEsyaFURlpYK33+4EUIETJ3w4cWIIGUcIhsVO1jbb9gRPRFojYi0YHo4D6MHo6EkAzVDVWejtfV8rL1H09QXQ10f2oADQ0RFER8dS7diHjg6AZtX8mXTg9i9CKpXidk4TyxFTwPmRYBVOnPDgiSeAxYuzY87XWV0Z1M/pqERVVTlmzRoALUiMZi3uUlVWdnVl2xwsjiqYcu7xeLPCc54Xq9DcrGY89QAKPJ4ggsEg0mlS69NpGDokVQUWL16MgwdH0dVVkdXJiCYT8oV1XlA70YpwGNraguwOS7ZIz+fzobr6LHR0HIOq7kVVVRW6u7uRTDKF14NFixYhkUhg9+7sXdysFlKm06QcNjevwu7dQQAH0NYWQzQaxptv9gFoRUkJUF6uorKyGfqOufwXlsLjGdAEi14ANQgE0mhoqNGITGVmMOX3lxvSRtz/gx0bzT0IwWAQZ84wZXEhZs+OAngPhw+TKQsAzJrVjpaWefj9743pyP96PB40NS3AG2+8B15FJuEgmlmENzjYC+AVIU/eyPyvx20h2tvj2iBQVwHF91ZUVCAQWIvhYQX19Sqi0d3g1fhgMAg2Y+j1BuD3qyBFdC58vqAhLR57DKYgxXY+oJm/BYMszYa17zf2nfoM21I0NPjQ2hpBT48XNDhUMW9eEJHIEIaGekADVh9KSoBFixZh//4Ujh71o7x8FA0NIXRyk5hmO0j6/REtnZZg6dIg9u9/E+l0fyYvdOGrDaWls1BW5kdZ2RJDGKzt0OtqWeZ7GhpaQGZjbQgGPQiFYqB2swyqqiAcrgRQgnC4GVVVKfh8p0CiQAzUdwBAAFVV9Whu9uOll44CqIXP58Hs2YvARLraWlosqDt1UxCLxbSZBRXG9pXarnC4FMuXL8b+/STspNM0KIvFElo4JViyxI+XX3458yR5mjG6fKVFl7r6TyACqztVoL46FAppnILyn9wHnwRQi7KyZtTXp0AiF+3hMWvWYuzYocC4NozSenAQCIdpJkps75h3kpaW5di6VY/rwoULsWVLEv39AVRUAFVVKurrF2DXrjiAYSxZUoITJ45j585+0ABEgaIA8bjuEI84HSYMRUC2CYqiQFHYohNFU2cZmF9fY8Ojq5wAUIs5c2rx7rs7QOSxFKdPs1pVhUCgAvX1PrBFRADz79gHQEFNzRLMmkVeG6hCGTuD3l6gjJ/dBwDE4PGQQkUdABuRViIabUZJCbNnqwJQhi1bsnvztrY2/P73R8EWmiiKglColruD7yz8KC2NYWSEfUMCfn9Y2+gFAOZh1qwEIpFO7ZhXX+Sg+0SyrTfYsvupoU2C8kUxdBDU4Ecyx4R2MNLh8xk7Pz0OfJ4OAPDD6y1BIMCmd1tRW9uA9vYxzSdnRRYBO34cyLjIBSNkacMx/aYAnMGI4ROPGO6hhvVDDAwAFRVMbasEQB1Wc3MzysoaceIES7sQFKUcNLo3zloQyVTh8xnNSIzvc4oKpFJHQPbQpdDt5ELaXwVU9TjI5KEEwKva9QXaM37ou0EyiMcqaIvwVEY1zFa2AWAhysoOQ1HGQHa05RgaAl59FUgksu9mJGh0FHj66QCn3no1BY8x/RaUlcUwe3YSNFALZNVH/ZjFK3vhC10/CuathAdNDcvCc4Ko1kEaCZG+aI6OSY3pBlCPqqoSxONxzfuPTiLEX77T4YltKmXu2cLO7ZyRLNbA44lhwYIIysrKsGMHTV/H4zFUVUWlz8vCyg4XCAZLtCsLUFdHCrPPpw+EFUVBVZWuLL32GlBdvRJEFqvQ2JhEPH4UZEvbgFiMFMh4/Gz09ISyvs8Oqkqzi/wxLdYi+3OgGoEA4PHw9s1NqKysxPAwvw+C/DcerwF1sbq6SupfWvM7LVd9Gfz+gGaeQd/v8SjSNM8+ZgRG4Xz3z0J1dSmi0W6Ql4gWzJ3biIqK0/jd706CDVhzSTt6j5KZiWJIJBq4tTEtmDevFDU1Afzud4MAEgiFaCBYW9tmCC8SiaC8vMnwHp/PlzH/UpRQ1nebpb1+TwXChuUjcZSVxbBgQQ3eeecgaKE7v2+GOYHn3xkOx0D9Fh23ti7D1q1kfkblaHHmmtfrRSCwIPOO6uoaUFu2CJWVIVRXA/yMHPWXYdPvCoVCaGo6DwcODALYjebmCnzwwQda7OajoaEagYAHJSWzM+9UFAVNTUszBNVnYH5nY84cP95/n5lizEJVVQTMNS+QbSoTjcbAzG4AmlFRVYpDMDgL1dVlILKd4DiBPlvn8xnX9LDv+1CzME2lqA8cHqZ+2zx/dRO7dDrAPaugtJSpW9Q/1NbWZvor83AwYSgasg1kj24WLFiILVs8ABJoaRlDaekBHDjQBSAIrzeKlpZavPcem0qYj/JyoLJyDvbvZw2sB+RWyauNznVTC58vqjV0NKUeCiU0lbQ6Ewe+YXziCXmc+Q4gHq+Gx9MFUviAf/zHIJYvXwl98Rs/rGpGTY0HTU1N8HiakEpld16EAIhUlQFoRHu7D++884J2LYRUCkgkWIMdhap6oSj1CIVU0EjTGvQu5vSdKc5hmJFt2mmvDGTfFuEURj08OWmhb9+3zwN9PwI/GhtrtRE6dcz19Qmo6rsAAkingaqqKgQC5JheUTwIhbxQlLnSd+3dS398XFLCfDxNf+uKDL/a3yx92tvbEQyG8c47RCb272c2gnzNVRAMLgR5WjB69kgmVYjKtnVaWSGBdJo20yGQckQDOoDyMg6dQNeDllHw50QYOyNSNLzCugPZwC2BhQsTCAaTeP31YZw5o4cv86zDZqeGh4GdOwMoK6sBlesE2to8OHSIKTFhvPceMDLiy3xnRweZyTB0djIbbH6BpBEU731Z5wFA3GAo17yQdQ4VFRUg+8E5qKoKo7k5AJ8vBaARsVgIimJOrmXHItkW09SOiMh/FahqDB4P0NDQkOmc+OSQdVQyomvVQcrUYPGeV18F2NQ9APh8XjQ1NSEYrEB/v26W4vGEpWHZQVWJuFRVrcGHHwYRCBxBa2stwmGjxxLKt6Mgv/Zxg0syABgYALq7zb6lHDQAZ+74DgDYg1QKWWaFNTU1OHCA2Tg3o60tjoqKMrDBrUiGRRIoe39TU5M2iJ+NkhIfyspGQSSoAoriRTxeATbTlyvZ5vOVlMwaAM2oro7A749i27ajAJpQUuLRFmbym7gY88mM2MquWT0n1hf2/5w5c/DSS6cBzEMioSAWA8rKFhvutSfu+vvFOOh+x43cQDbQLS0tB7lQzOYRMtHA/DcCn281WlpUjmwnMgu7+bR47TV+TQo9X1NTB2oXw/B4gLlz52HLlhMA5iIeV9DXd0i73oIFCyqxfTszlWnG3Lmz8M47xNwjkfMwa9aYRrYbEI22o6ZGRTAYw/Bw9iBO/Gb+uxjmzgX27KG69eCDupDppO1xIgbItnR3WvbzRVGSbZZglZXVmWs+X1Cz5wOABgSDjRgcTGkjKH20XFYm7qOjE4lgkE2jVSORWAi//1CmUIuVIJXKXjQiA3vmjTeAN94owezZ69DTQ0o4AOzdKzrrjWu/raiqMobR3Q386lcyorIy85+iAK2t7XjxxREACp59FgDaEI1WY2Qkgq1bga1bfSgtbbGPfObdtLEBqYMByBepAcB8VFdXaWYjcQAlOHOGRqYMb79tPBbx5JP8gONc1NT0g/zIAqHQYlRXJxEInADQkhmxe72k9MsaZauON50G2traQSP4BsRiJ1BamoY+u6GgpaUFnZ3vZp5JJGowOMg+IIJwOIDq6mr09OhsZMsW+mtpMb5PVXX74WyyjSyy/dprQDSKPMBXaz/IzzyEcwx1IHVHpkzL7geYD/d0OoVYLAaPpwFmTQl1RL7MDA+DOLWffU6Bx7Mgc+T1sqnCAQBe7NsH7ON4Mj+IAnjPCboZSXYDb1440mnVshO0g4z4lJWVoaTkfJw65UEwSIuAotGlOHHCvqO3U7atjs1+zQiBHQlycs5O9baLkwxMwfJ4aFCbSgFHjlgTdiuw+9jiLK+3CYFANtmprKxEc/N56OjQPabw73jmGfpr1BzbDg4Cf/u3wIUXAlT+zsL8+SpOndpq2CugqakJ+/btAS3obcLcuTH097MZqFkoKeEVZHkey76bLzPRaFQTI+h8Y2MjaOAdsS1DdmnHpzuZDi7IXKusnAVxLwIx3nZlSrwmI0h2RJn9X1tbC5+v1tEz4nUZMRTLiFk6yuqYVbtilsdW36coimYeZPR0xX4HB4HHH0eGT7Brra1zDe+pq9PzLJ0G2tvn45lnTgBoRiikoLFxId5+exRAAwIBIJFox/vvh6AoXoRCXlRUrEVXVxDpNLNE0AdXduVMTOO2NmP7ztaUWQ3qrWYknKSjS7bBGlnzRgVg0zPV8HpPAahAVxfw4x97EYmcnblndNTaV3UgEEAstgqnT0cz0w4eDy0yECvFb3/rLO7i++w77KWZ/06eBPr69GcOH6Y/vtLIvqO2Vli1BJ9mwqDDbOGLCGMBZC675GogmZewhVFUaV97jf4Y2DdYYxkYSSJbMABoyDTqsRjZ1qkq5akZWbDrPFQVqKqqBputqK+vQyDAdqtcgvLyUlRWqiCPAkEAy9HaGsSePd0A0gBWob7ea7rNcHYj7QF1nMbd09hGBbwZCVP3t2wxj39hoMCaaAP8gJS+iW2PnUIsVgpFqTV90owAyQaqZra1LBzyxJMr9AGOCLbBFEF39QUAW7akMY9b6J8r2T5+HPjNb7Jtrdlsh5geMrMRvmyLv8kkDGZOotKdTpuTBruOx0o1Mn6L8X121/gwdu0CZs/OjSiLCjJbU8BMkvJRtp3Gna8jZu0K/9zQEAksBB88HmYfTrar8XgzqqvDSCSGAdRAUULweoG6On1g7GRAxcMqHwEqDzRjo9t88/1TLmS7u1snQDLiZBVPJ7MgPJwQpFxIlB25Nqsv/PNi+PzMD99WyOIlPmtHvq2UbhbWWWedhSefVDPfMzaWXQ/69In7rDwSj1MpZM16lJTo7S8dG3mGaOZj1g+L7+KfoXCgmW/p59h6Hqs2ymxWUPacbCD1ox8Ba9ZgwlAUZNtM+hcLZXl5Oaqrz0ZmRgUAt2Mn/tf/Mn8HC5OpJox8ezy6KpDPyEckEHZeBXhTkv/5H/oT7YhkqiCDWDkZxHNOVHkWXjbEYlMFsj2NZpHr/BDP/Ofz+VBTcy6OHvVlNTTvv2/MU7FcDAwYTQtEyBqy1tZWbYOiOBTFg0AAqK2di927EyC7a1q08+yzI+Bd0snSXN6g0MIh/v6xMbpR5o1kekDc1IUKbSqVNvUswmCWPk7INl83nnwS3ALTXGCubOsutuaDTKPe5K6mDMpKrmT71VeNx07sQPn7du6kPzb1OzAAbNumX6eZMuPzZsTJ6a8VCcpV7eav7dtHHWhlpX7uN7+hWRt+EefIiHUb++KL9Cfa+7NFu7mS7dFRSlOr75eFKSMLsveK4agqmy2phtcbgaIAZWXNps/kSra3bgUOHDAvY7L4GQf9yPJsZYbHHzePh516O16y7WSGRKwLsvfaPWuVjlZq9LFjulgiG8g5VcXNrsvC9XFG2E88QX9LlsAAvs2VvcdOYTe7bjZoZcdDQ0BXl/FZ2WwBA/OEJrOftsrf8Q7KuruN5brQKAqynU5TBlg1ioODlKG5dIg8enuB735XN+8QG9lcO1uG7A7eeOyEwNuFId4ri6dTcu3sObHYzAOZKtgvuMwV3/kOoKqkrFpVFCC7XOzaRX9mePllmobmnw+FQggEWg3hlZXVZe5Jp4GqqgrDM7K48Nf4Z63ItmhGMt3w1lvA2rUAr2yTjbv5M7IOEpAPGMWyxpfzo0fpL3ew2QSZss3IdgTZi4CNan2+9Z9/nt5p/LXr2FmaHDtmPZt24IBxxisXsm1GfrI3lTCPqxUh6uujAfgnPmGM88CAvuX9/v3A//7fwPnnm38jg9kMyMAA8POfw+AxxwrJJKUps0s3I9aANQHiw+MhEoI5c+bgjTeOACg3zW/+OJXSiQe7ZkXMhoaAQ4eyvdA4VWj/3//L/iYnkBGnXAgj/z+fZqpq3LI7XzMScXbJbj2EXT9jR0R/8hPjN4hhWZFtsZ05eNDoeMGO2PKw4hpOyLVdHtrFhf2+/rpxQyQx7MceM4pirPxakW2rstPVReaquZLtica0JtusIf7e94B16/SEGR6mRnX9ev3e55+nv5Urs8NxilO6I5KCkW0Rdkq3DE6ICsMPfyhPA6tnrCB/jqnvdaCtxPWFaoVGrz6zb6tcnT4N7Nghv2YGfhbEbIrOiUrjXNkmd3j8/akUHfBmJNMVlB8pACrSaefKthmJ5JFP3XAGH+TKNrOlCgIGf/GrYPSWY06wnMIp8c33m/fvpz/+fWKYdp2j2PnKTPf48PjnzOoOjxHJmmrxPr6+m0FfQG1858mT0PzC5wZW7pwq+52dEDxcEMQyLRLHyspKRKOVBlMYK7ItkhLRVOi3vzXmOYO+Pbf5d7HrTs0JrWBHPmXEjf/l4ybexy8aluXFr39NgysrEiXWg5EREllyIdt8Otmp0zzEOMtIrtUxm+Fi6O4m0cOq7jKI9YSHGOdDh4z355KnZiTbrF8Q3/3mm8brVsq2rCwPDxsXiHd20t+llxrjy//29BDJl3nFmihMa7LNcPo0NSzN2oxbMkkFTqbw5qvgihAbhF27SAkdL/JRtkXIOi0e/PTyxEB3Zyduyz2RsOrIAVIBDh7MP3yzxoJvNEZGjJ3oyy9Teq9bZx4eA+V9trLNvHrItmufPqDNbijeKTByaqdsmw1GZIM4M28a44fu81ePl4qBAeaeLAB9R1SAvjUb4xlsyzrwwcHsDr9QAwyemOX6a3ctl4VIPGTtlpimTsifU1OHXGGmYvO/ACmXTU3Zz4vfZ2XKYPZrRbZlpFVGtsV3muXJE0/kL8KI78lFrX32WZqlWrDAGAaQnWb87IpM2QaA557TTcwGB6lN5rxsZn3/q6/SH1vAzsi02eD07bfpj6G/37jIX/x+HsPDwAsv6GVDzEPe5ITFzcqBQHc3CY2rVhnjmOtsthiP55/Pvm5lz89/c66qsRiWCEa2fRJ2Kgv73/4NWLYsO0xx8ADocT5+nP4WLTKPR6Exrcm26GDciTpWiJE6QAXtgw/0zDlj5oAjR4iNW+EIxWSiBuT6r87uxoIinTY6ui80OjuB8nI9/JER4JVXjA33ww8D7e36cX8//clIklOynUrRTozTm2wvANCPdHo3iLiyXQDzMyOxGzAWFtmzCQMDA9pW6QDN1Pi5e7NRaGX7zTfpLxKRXx8v+M6yvx/4q7/S82B0lAal7F1nzgDbt+dOtoeGiDTxttjd3URMZBuxOVG2C9V+5wMrsi3G89AhZIFfH2QXdipFa07sBjxWx3YQw3z3XX1RI1AYoi2Ll1hXjh/PngnYsweGBciywebPfw5ccIEzEsfOnT4NPPWUPZEH9LJ26hTwrW8h4xv/1Cng0UfN2yg7swgeo6PQPILp9/LhisLYiRP0Zwc+DLP3W+Xvrl1APG5+XZandsq2GfkWMTpqHTdGtv0ST7Rmecmr/wx8fTR7bqIG7jJMa7ItQk5ejChUA/Luu/RXaFjZ9RUP/NA9k0weTp4kl1oTBTZlx5xefPgh/fHkGjBujMMgm7IzJ9ujQsNFB8pEbl81bkSgu5UiZTudBt56y2NJAMzIyuSS7Wxlu6+PqfTztTMKyBNQCDJs306+X/OFWQfEOgSzziBfiCYHxoEG8OMfG+P2619nuwbjf/n4s/8//JBUpXvu0Z87fpyIyt13Z8dJRqTF753ccmGEmboK5DfAtwrnvffoT/SkYkWuz5zJbdMNUQlmal6hMTgI/P3f68ciMXv8cdmGb9mEETCm2e7dFLadKz7xOcBojsT2qLBSPvn4pNNGJdsOuQyC9uyhv/GCTzszE1crZfvpp63Df/PN7J2kc1W2zerMo49av5sp2lZk20l682TbrB+yGiAXGjOObBfKjGSiUKjBwGQgGJzazm+qIDYSTsqUE9Uu8OqXsbbjefgCpfB89zW8+PXbsP4b3+eUbTsXfFMND0e2yVsHuXk0x6FDxtkChskn28aK19/fr215zLs4MTfgO3PGqGblioMHyRe4WSexc6f19VwhTgM7Ae8azKzjlMWP75QZZLbXsno0tYMwI2TfuG0bdfr5kG3R+4MYNqDPmCaTtIdCOeehdXDQOLv71FO5vX/PHiI2kyHo2CmtsvLAk92jR8k0R5Y+jHydPEnfI5s1Eb+RV/DNyHChZlGcugEuJMT0zpVs2+H0aaMt9aOPGtPr17/W46CqNCvMrvf3kylPvuXOyoxkbIz6FCftJB/fBx8ErrwyO04u2dZgZ0Yykcr2RGEypy3Gi1Doo0m28yE8dkSi7O0v4wu/fhAftszB8WovGk6nEL/vQbwIIDXvAShK9q6F0w8e7Y+UbWrgreP8m98YF/QwTL4ZyZBgez8CjycI466tE4fRUeC//gsokZuDY2yssG2XbPt2O/Cd0/79wNKlxkVH3/kOcOut2c/JOiyeuDM4GZBOZXszMEDmBKtX6+d6eoBf/jI//7uin3j+l4Gv8qJJwc9+ppsZ5YtcFNpCobPT2UJVvrw9/zwtbp8zx3jP2JiRB7z9tnxxqoZKZQ8AACAASURBVBWJ+u1vgcsvz36mmPs2Kzd+DIU0yRJnAfi9MgYGyDEDQ39/7gNDHlYLJE+dIlNO0a2hDOL3P/ZY9j1OPRcVAtOabIsQC5QT92Eu8gezYfuowcy2zwqyhpsP59pnHkJ0DPCmUkhprUl0DGj5u4dw7KG/LhKyDegmGUnuWIdsg59Dh6Bt16xjqs1IxsbG4PGYbU8/cZisNRoPPji+53/5y+zFwL29chIlM6GSEXBZPZpONtvs/e+8k33eqbLt8+mCCv/MSy8Z3dcy2A2wJlN5KxScmkmI5aa3V25TK074ycqb+ByfrqdOAY884ixOxQInZiQTtbZposHy26qtdLKGLt9+e6JQDL17BjPBjKSYILOZ+ihArIBOKqSdK7uGXuoNvMkkVI8HaY1Y151KIZ1OFw3ZJrORFHTyahyvy6b+6Dnr44lF9gLJsbExKErh/cLbIZ/2aapM+bu7s8/JyJ/snIwQOen8psOCcSeDAjOYCRS9vTT1PrX1YHrBCWlOJrPPydTI4lz7lD/4PmlgoLhmzO3A+hCrds/JIlIr14dTgWndu89EM5Jigku2CU4Ikuwe/lxnGQ3XvVqvwNTtD+NepFKpIrHZlpFtY5zNSMlUkopoxz9jxdb7cesfetCZ8OHFb31ZI9u5F/DxEt982qepqoeyuMrMQ5wS8GKZtndiW26GgM34bToMJqYLnCyYdUq2P2oiG1+X/s//AX73u6mLS6HBusHFi8nFoaxbNDP/4E2MpnqWTMS0JtsiRHLtxFevi/zxUSXb+diR2qlhj154Gwb8OtlOer0Y8AMHv3ZbUSnbukmGnGybfcJUkYyyt7+Mq37/c5SNqFC9XjScSmHFfQ+i47lfagskc8NUqMxTVQ9lYgZTu6NR/Zys42NkuyiKtABZH+K0X7EzvfsoK9kiZMqj2NaqqjOy/VGDmCZWOyUXG1ibEQoBV1wB1Gqb+YqkW1bXeLI93epaUTWFYkWcSVMn0xEfVbItwglRtJuy6l3yfTx0xe3oDqtQARxOBLD9L2/H+m98v6jINinbgzCz2V66lBaYidtuT1XDd+0zDyE2og9wALKVL3tpO1Q19/SeiiyyU0snCjIxo6uLfvmd15j9JD8QYbvxirb6xQqnfY2rbDuHU1t/kVg6NQ8ogubUhQSioMH8+M+aZTwva1tCcs+tlpis9nVaL5AUE3101LgAxW24JhYu2XYOJ1NWvUu+j58veQDAW8DHVmDxPHI+Wzyu/4BkcgzAMIAO7Ywxzl4v8MlP0oYdL7ygn3dKtgOBwk4JN/Sm0BOgBiPl8wEjI1AVBSXDKnocyNSKYox7Psq2GEaumKp6yMo0H/+eHjouLdXvY8Q6HNbJErOpLCkp3IZgUwmnJjCusu0cvHs+ht7e7DYgmcyuQ15vNgmPRIxkPRyWv8PF9ATLY3GQdOGF5Bby2DHydMMQi2XbboueamIx+5mQcHhyzJCKbuw3U5SSYoBLtp3DuX0YI6cpfPgh/ZdOp+DxKNN8UxtCMFgvnDHGmX2C3XoL8/Dzi5cZOsu88KWMynba40FfSIGT5k/8jnyyyGzRqBnEemfmLjAfiGGLqg5/nREXvgMbHKT48N/E/GzzO0kODVFYuX77dIGYz7L6LVPRxPIrEofJMnMsBlVXVY3mSACR46am7HvFOiDTJcSwZBvpFDNmen9stjCytJRst8Uy7UTZlt0jpqPMleREoAiqpBEzrQJNZ3i9U+cJYeZCJ9ssbVU1DUUpjqro988C8DEApQBqTe9zQjJkhIBXTAuBRy+8DSOKcVFqX8CD0+euQj5kOx8Sk+szdmR7PHUyF7LNSLTY5paUZMchHM7u6EpK8lNyJ4JUiHlglydiushMF2RkW3xOHGxM1kK+YiFmsoEkP2hjEEmTLB0Twp5UsrZEJOnFkk5AfgPXYhrssjbFrG46Idti/sruEc/lY3qSD6Z1Dy/rVArdGRcrJsMHts8nVxBcyCEbIWfnE0vQZKbxUNU0RHOM6Qoy4VIArIC+1bneEJop2zLSJbOVK3T97l3yffzHhTejN6hgzOdDZ9yLHX/xRTSt34DJUrbz3ZjknHNogVC9Npkwd67xOB+Ina8VOWTmemKelJRkd3yyXUJjsewZDVlaiHGaiLZNzDc7EiKSMJmy7aS+TxXZniwCMV4sX559TiTNABCP24dVVWU8lrUl4jm7sjadxCaxzjnpm4vREsAp2XYy4+eEbLvKtglmItnOp0JPBtn2eotjOnK6QJzGBGTkgvW+qUzaptOpcSvbk6Vg6Aq1tfmIrEzbET2gsCYTDH0L/h5vrr0PP/3znWg4mcTZd/+9dmV6ke05c2gRENuOuqSEpk9ZmrPpVEZgr7gCuOmm3N4tEmKxo5F1PGKeyMh2XV327EU8nk22nRDUiViwJH63naKZr7JtR7YnymbbbsYiX5xzzvgGd3aQzVTLiHVjI/2WlNDA7qtfzb5HLFuy/BHbaLu6WVdnfX0yIeaxkwGVWHcni1jmA1Y3xqNsi/VL1p+IZY4/nkh+WXRUSpYY02n0KYPY4IrxzWcqazLI9uioq2wzOCGzMrKd3bjpZiR645HGeKviZClZZl4ZRGVb1mA6IQQT09jRi9PpYe2XMcDcyXYuNrd+v9y8wgwtLcCXvqQTAJaGvb30y0gIi0MiQWo3w+c+ZyTf69YB69cb3yFTn3mIZTgUyi77MrIdjzsj27I6IrZl492i3EkYuSrbqppdFmTvEPPaSbuRi/p41VXApz+tH7e3UzxYXFidclqPLr4YuOsu8+uXXDIxA2CGiorsc3y7cOGF9M2sH2puBu6+W07S2T2snrS3Z9/D8rW8nH4bGug3HKYyPW8eHS9cCNx3n37fdIBYT5y0K+LARVb/pgtY+2HG58TzTsg2f8/VVwOXXpqdbnwaWdWF8WJak21ZoouNYDA4da6xnEJsGMTMdtK5iJ3bRJJtFr+ysplLtnNV7J0oArJ8zD7nAanCus02uf4rDrJtRjadKNti4ygbZBaCaGXDCyCKdJqWpY+HbOfibvSCC4A//mPn97P0YNFj7z7rLFo0tmwZHbM8ENOvsdGoQl56qW7/ysKaM8f4jEgmZORbpiiJ6ZJIZJeNRCK785OZCIhkzglRtBIofD4auPAQ28tclW1ZvGSLfvMh27kMMOvqgPm69RYuvhi45x49jy67DPjyl/X4s/Pst6aGZk7Y90ci9iYahVTjxfSQvZsvb+edR6Ym7JxZf1Rfr98zezbwZ38mX2jJvuXcc4FvflOvD5WVdLxwoR4Hj2d6eTwTy6STPkmsb06EvYkQL5cvp7LKQyT+uSrbYttVWZldVnnutWwZCRAsT5krwepq/Z6J5DvTmmzLIGv4p4s7pZISqugixAUfMvc0dhAb8Ykk2/X1wB13AGefPXPJdq7k1Mn9TpRtIpO0MYxellN5bbCSHe7Ew07ZNjsGsht+vmyFw1RPJs5sKYp0egCjo8CLL6pag5t7ryISStGfOA+fj/7MOmzWebIOkB2z+1laJBLA5z+vtxOsnIll0uPJbhfYcU0NKXVsOn7pUuCP/sjY0fBh88dObCXjcb1ssOvNzdnfLlMyZWYqIpyaSTQ3A/feqyuWgQDFXxxk5EO2xfIrqwsiUXEiBFmR7UgEWLDAPDzm8YX1gaEQ5Skrp5/8JHDddfogbOlS4JZb9HiK5PeWW4zKOaDn4ZVXys03cgH/Po8nOx98PnkbwL5P1h/deCPFmR+kmuUvu8fn08sGiwsfN10Iod8LLgBuuEGvT5ddBnzmM/r9k7HQ0okZiXiPOJix6icWLqSyNhHcormZBjgM99xDSjPDOefQwAqwJ9vxOLBokbFv/epXgS9+MbuciHb8gH7PihXA/fdP7MwNj6Ij22Jj1tiY3aBPldJ9003GCnjZZcAXviBfuc/DSWaLzzipEHYEzGq6pqpKH93PJCxeTA2KHXnOR0VwYrNNee0FkCyoN5LJ8tLj1IxEVrasFLQbb6QBXi6qSnOz8fiSS4Cbbza7OwBVHcMLLwDbtqVx9CgcbWpjFZ+//EvqhM3AGnyxfWId4vr1pEIyhYWVOTvx4FOfAj72MZ38LVyoEwUzu/hUyqjU+Xxyrw+yaWcZ2WbhtLRQG1xdrcf7iiuIyJeV6fctXkxpWStxYOPEjlY8Z9bGk796Pd+am0nlZIMMhlzNSABjHfN6qbNmuOYa4NZbc1+ICVhP7d91F5E8s3ix8EWSwdI9EiFiwuc7f12MX1WVuZ1/JGIcGMyaBSxZYh53GVhZuuQS4M47jdfuuw/48z+X9zniAJTHvHlUJtlsxtKl2fdcfjmweXP2d4uKufge9u2xGPUb7DiRMA7gvvQl4Pbb9eObbyYTGID66uZmfQCYL8R2QVZuWLzXrwc++1njQH7tWlJ2GTZuNJbhtWuprLH3nH8+cZhCQBwkic4XLrlE75PtOMfChTSA5O8rK6N0ZnG//HJqg2T9tlkZmGhMayolNlxz5xoTho2WnBRChuXLgU98onBx5CEuKKyupgomxi8fMxKRkOcz+hTTxUy15tN9utvDV1dTRyra55l927Jl1KDYTQ/ms7BElo9iPlGH7YOdGclll8ltDhlYOTvnHDIXmCwXVmZmJE7ItqjI8htQMILkxC6WYfVqIrys0SwrM6bZZZeRIkzwQVVTGB5WAaRx4ABw+PD4yLZd3TAj26xM+P1GFZKVMWYuIg4mGKqqqA1jaX799URSZGDlmKULGyyJ5gVVVVSWREIQi8lnEw8fpv8rK4lk8gQ3FNKJPGv7zjqL4igbFLLwGYGWlXsxDlZkW/yVuTAVy7EYnp0ZCW9yANDMQWNjdjxlAyexrvLqW2mpsX8S75WZUfLvYXVBNDUSr7MyKSPvVouC+f83b86eMeDBK/IMLB6lpdkDO5Z2sgEK+x6+Xb/9duAP/1A/rq2l9kAcWAHAmjVExs3SRV+sLj+2G6SIZay9XS8viQStp2D1e+lSXcUFyCxo7Vr9+OqraRAuwm69BX9PIkGz7Ow7/H5qD3nTi5UrabaCQfzG5mZjvOxwww3Axz8uvyYj22Z7MdiRX6t1QSwMq5lStjMuKwOTxXGmNdnmcddd1KmwhIlGqQBXVZmvQPX5yG6LjTABWmzBOjOAGtV8Fw0sWGCcRjabSrfzAOCEOJtND+cCcQrXCdkuxKhv+XJS4yYCrLOXLewCSFGbN0+vWOyb7dRDkWzLSJ+YNrJyJFZkyjcyI9GR7fpv7VpSy+xQX09qhVPiN16YKdsiyZGVG3auvZ3++IZeJH+s4eeVGFl4/M5y4jc2NvJ2mz4t/kkAaa1Rzo9sx+NGIvz1rwNf+1r2fWZkmxE5XnUG9Drd2krTm7IpUCdYuxbYsIH+j8VoQdlFF9Gx2NHMn09p9OlPk7okpmEkoudJfT2RhGgUOH6czh05ot8ry3v27V6vvXejc84hNYpXvzduJKXciZcBWRzMBn9ifRYJmhNlmwc7FkmYbPtxFs6SJaTu8h4v7r6bZi0YxPRi8brhBiJtItkWy5xIoMyu898h1kUziPnJp9kVV1B/LcLsvTxks46s3PLpXlOTPVNi1w6K7xdJvHgsmtuIgxYGWdkWyyBPYnlOcvbZRgW5vj7bvIt/Nys/slkiMZ+drKVhsPvG5cuN5Pszn9HbGUUhPsS4zYoVVLbZgENGts0GpmblTp8Jpl9ZHWXXrPohsQ10lW0B8bgxg/hCY2YXGAqRsiUulOCf/eY3zUdjdjj3XOM0slOyLXYUbBrZCmIlsTODWLbMXlF3QsAKMeprbiYVkmHRIiOJuvhi57MN5eXUiLNKL3YeK1YQIWCVvL2dTBTEylcIsi2qX04IOTWiPvBmJGau/6w8C4iNiohCbMYiw3jMSHgiffPNRsIqPh+JEOHkFSAGMS/FDobBeEw9x9gYkW0tBPnHSN7F4667aKDPEA7L894p2d64kVSofMm1iMsuIyWZobxcj8vKlUTm16zR4/75z+ttpmwzIlbW2tqIJCiKvmpftLv0+43qmUhu+PRkiz5F0xb+niVLjO4OGczqp1n5Y8eLFtEgj02fV1WROsqr1Hx8eViZaolku7KSBvkbN5qH4/NRuvNp7lTVW7DAOBgX6wDzC87IjxnJlZFGkaitXEm/Yj/Fq7mtrWQrz69D4PPgC1+ggZRZXeUhE5LYbMeiRebPyVBXR4ILg6jomynbTDUW081sYC+bPTFrp2RpbnXMwN596aU0KOOVbb+f6p9IlJ14iWIwG5gxnH++cZAwZ47eN8nMpyoqzIk7b6IqDmicuid0Ym5kRbbZ+yZrVriI9hciyMg2Q3Mz8MEHNBX65pvmBczJYi4ZGhupIXjvPToWC6NTss2ea28n2yIni+9ymV7fvJnS4O81d8JXXEEmOI8/TseVlUBPD001DQ7SvZ2dVHn27y+8si2GsXo1Nc6vvELH8+ZRwX/uOWdhLVyIzFbnolLNpsP37zdeN1N2zj2X0uOxx4zvcWJHKuY/TzLWrCHloZ8cYGRsxZuagGee8QIY5tJZbrPNSGk0Cvzbvxnjwvz+mpWxYDCXLeSdw6nrO9lCMSdE3Oqem2+m7/yP/zA+Y6U2AbRI7OWXvdqGIimMh2zzJNYO7P0snm1tVO/EBZF1dWRfORmIRmkRnBlkJiNiWQOorN9/v/HeJUuIDPH3WalImzdT+v72t8ZrMvLJ8njDBorTiRN0vHQptZ9+P/DSS9lhiGpYIEBEe98+/b7aWuDoUeO3yBYiWrW54oyMx0ODfBkY2RbLhxW+8hW5Ss7ABsGMqJaW0uwDG5SYebARjz2e7LUDCxZk5zVAacuns7gmgAczTzK7LhJHwDhrXFdHJiK5ij+33WY8FtuK1lb6Y6LZqlXUZp9zDh2ztHBiRuJU2bYj12LYF11EfdRLL+lxKi/XXYICJBoqit6njkfZHs83ijMDVoMr8dnly4GBAfM2dvZs4IUXdPeMMrD2RvTGw+Pss4GDB/XZg8la4zduKqUoildRlDcVRfmNdtyqKMo2RVH2K4ryU0VRAtr5oHb8nna9xT5s83OyRDznHGoU7Pxa53rM0N5uXIBlR7bFhv6ii4A//VPjNyQS9g0IPzJvbaWpX5kLLQY2C8CvUOe3WJ47l6Z4mAsp1nEyn738d+SjbM+eTWGxht+ucWHmAAzr1hn9BwO66idWUJFsm1VyUcFgx62txkUiZnGUdbRWboYuvZQUIT6eOhExKttWCyTb242K5623Usdrp2yL9nziYjizBqapKdvDBm/Ha2dGwiDWhVBo/GS7qooGhFbqkuz47LOB6mrWKOSvbP/FX+jTpk7A3r9xIxHtT3+aFClWNqejy1I+366/njo+mb2sk+cBfQGdTAGzMwPiz/Ft2YIFRvvwyy/PVp3FciTWFzsSwivnt9xC7aVVWygq21YEmtXNXMh2ImG9wI6FwYSba66hAZydu02Zqid6xbGCU0LJICNyX/saqd4MikL9kbj4uBCzrKws8yrqLbfobazfT/00S4MNG8isp6XFGI5shsCMD9gp23ZK99lnU18tpq2snxbrUi7Col28ZKYf4jey/sFuJoB/hsU9HDamvYi6Opo9kbl0ZGAEmollYr0AqP34y7/U26TJ2hCuEJPLdwHYwx3/LYDvqKo6B8ApALdq528FcEpV1XYA39Hus4RVpywrNOJozuxeM1LMwDK7uZk6d5aBdpXCTtkOh6kQ2MWPxxe/CGzapIfR0kKdNh8XtjpXjJdIMPn38tOXVh1PPg1cQwN5ZjHreGTH/HsYUWW4/37dDEVMM7tV5GZk3Mw+7OqrgT/5EzNbayP4xV8bNxrLg3Xaks22xwOoqgpVtXb9x8clFjM2HOL3fuxjVD6YHejKlTTlLzZQZrMp69YZO7mbbwb+4A+yv9kqjrJjp2TbaubKKbmWHXs8VBhVNQWAfYR94ebjkavdO7u/pobSkLkac2oTOxVgcfL7qV3xep0vXJLh4otpcGhlH2k3cATMiYZYpszKkfgNZoPD8nJqS1et0q9VVFDHbPX97PvMFGTZuwpZDm64gQbzjFyHw0Y3tOx7nbiPy2c9kB2hZJDNQkUik7dPAM1uOX9fLGZcjMwgM4swE/nYsyLRZ7BTts36MCeDP7P6IYNdvPjZSfEe8RudKNssD3LZKEyM/zXXGPunCy4gW3Le5n3z5uwFp7K0s/M3P16Mq5oritIAYAOAH2rHCoALAPx/2i0/AXCV9v+V2jG06xdq91uEb35OVmjMGlqnZDsUIpc5zH6vqooyTlxcZxaOHdk2ixf/nfPnG+0gzcgj/8z11xtX8Ju91yx9Ck22zd7PIKajotiTNbs8zVXZNmsEQiH5ph2iA/2KCj2Mpibj4ICPp/yXeSNRNbINU2Wbf5aPv+waQB3l/PlGRZ1vRNasoc7DbIGZGH5JCTWydnZtdvnH2zTmq2zb1Tcrsq0PZsZvs+0UZoSD2Z3msnPgZIF9L7/4ihGUfGwb/X7jLJwsPe0WRvH3iPXZjmSbTW9bkfVFi4xlR2ZvLkL0mS5bvMZgNjvHY+PGbH/XVmhpyXaHJgOLH9tgREY62fdaubVkMBsomZV90dxmssFmTPN1isDySmZ+I54TZ7DMzN3EY1nYQDZZt8pru3IugxNlW4Qoeon1TKy3N92kL5wtxN4QS5fSrCFDOJztIaelxX7jqFtuMbptngiMt8j/E4CvAWBddwWA06qqssnmTgBsT7N6AIcBQFXVpKIovdr9PXyAiqLcBuA2AGiSzBeImcvDqZ2S2XEkQtMYzIbQbnQmG93Kjs1Iryx+rIH9xS/kcTBTZmSEzKwTcxKGeG8usCO0svjYkUixUxXT3qmSbXYsxo39rllDfzzZ/trX6Ll/+Ad5GLLwspVtAEhxGzGMj2zbDejY9Xic1Ot337WOr3j8Z38G/PznwFtv2cdRFs455+i2v07ItgyFULZzJdsATSV3dzu61TI+DGvW0FTmZPlGzwUlJWRGxPtPbm4GXn/dmkA6Rb7KtpkZmJ1yZ6a4mT1nNaMiu7ZuHbBnj36tro4IBU8AGK6/ntJw1y5jeDIlWRy8jxeJBK0XYO8891zjJiNf+QowMqLHS2ajLUM+ZDudnjqyvWEDDSLyff9nPwu88YZ8EZ8Yptl6BTORgKWNWT1gg15WXqy+QRwgms1s8LBT753MSIpmJGJ/zZuHsrg4GdRNNFpbJ/4deRd5RVE+BaBLVdXtiqJ8nJ2W3Go1Z5s1Ka2q6kMAHgKA1atXZ123UrbNRnNOFWizBtgp2ZYptoD99I9VJ+NE2RaPzci2GSGbamVbNCORPSPmiRiGnbIthmu3WIW9j3lI4Ke62IjciSJnbkYCKEoS6bRH+9+ZGUmuZdmuTF55JY36//3f7cO3GlRYlSHWcW/bln1NfM/EmZF4tW/mF0jaF25FyW1RJA8rwjEdiTZA3yt2fkuW0OxNIeJspWw7Idti/TYjy2KYovmTk7aPwcoE5tJL6Y+HuN6EobGRBjNiu8HU5UIMZsxw6aVkzmTm8cZqDZAVik3Z9vnGt2NgS0u2/TaDmAaMHDNlu6KCXGWKM1qsTH/2s8ZB/fLlwKFD+nF9PXDqlF5erIizmc12LrNTTsyJ7MxIGPmWqdi5DOpmAsZT5M8FsFFRlMsBhACUgpTuckVRfJq63QBA8xuBTgCNADoVRfEBKANw0smLeLdMhVC2zYic2ZSk01XEuZqROJnaEeNgRkb4dxcj2RZh9n1mnaqdzbb4bjsybqeYWb1DBmO4rNqlkErZm5HwMBtk2Sl9Zp2iaNtpRbadDCrMjvk4yGBWd83iIju2rp8eKIoCapZUkKrtjGw7xZ13Uufy4IN0PFkupSYDhRocyMoQ65Ct6pGdWZhdvWBuJpn7OrOyJIufk1kXJzD7Pp+P7E6duIDNFxUVRrdthYKoZDKw4xtvNF775CfJ85NT927THbfcQh40eLB6L5LtDRuIQIsDG9EzCsNVVxnvu/xyWkvATGCsBixOuZAMbW1AR4de7hMJ4CTH1Bob9QX3LB9ZOWDtBPu9+WZg+/aZk9/jQd5kW1XVewHcCwCasv0nqqp+RlGU/wawCcB/AbgFAHOq9ivt+BXt+rOqauftGLjnHnlGWTWKYuModnp2Jgr5KttmBNGO5FqRmIlQts1mAKzCygVOTTX4YzPlSTw2ayzyVbadLnqVvdeJz1h53jNlm8g2/e9s9V2uAzqnZicMVnnlRNk2iyf/TidmJE7IthgfM1tH+l8B4NXItgKnJiS5QNw0aqrUu+kMq90Brdoa1pmzPBYH16LNqIimJupLmKqZi7LNkE9byMNMBQTkZifFAJFQMrBvFd20rVgh9/5UrBDND77wBZ1oLl9OboKZuU4wKM9np4PySMT4vlyUbau2Ox4nxZzhppv0fAXIDz1fVm+9Vf+fqfRsIHfOObQ4kdlNNzeb74T7UcNEdAdfB/BfiqI8AOBNAD/Szv8IwL8rivIeSNF2tPxDNGy3ckNlNpoTGwIzAmLmzSQX0ig7NiPKThp4M/KYC9m2i7eZOmoXNzPkMyMguplyOiBicRa/1cwrgN1AwGwBlgxOyLZ8RkK3Hx4bU7TzzqqiWd6ZXRfLgginzwO5eeOQkarxkm0RstXyPLLDoIWpRLSdMSd7OcAcLtnOhqwMOZnWF3eNE8uSuCNgTQ398uREtkjKzNyKhcF2ygTG76pRXGifixeG6YRPf1of/CxeTDbr/K6XwPR0azkZ4N0zRiJGTxki1q0D3n47/xkTq/ZFrCd8+T7vPKMr2NtvN/a/Pp8xbKu89PmMpiAej7kZ1UcdBekOVFXdAmCL9n8HgDWSe4YBXCeezxWVlVSIZds4i6M59mtX8c1UQDv7Vzs4NQFxEobZAh8GJ4qMExtjEbnE1e+nRSF2ZFtGGJ2SSLO4i2ksKmFsIx8z8i2+J5e0yoVs069Xu5bKxNPjcSZvOB0omcXf1yYCdgAAIABJREFU7rqVeuxkIah4L5+PVmTbbrbF6p1smpOFsWoV8P77xnvZIIeUbR9csj01kOXrBRfQ1Li4i6P4nKqaK9tim1NbS0q2mRcCsSyKrvsAUin5Y2Yrm2++mvUHxQa2PwNAaSLbkOmjSrZzgczePxd4vVS+ZWtKxPLMt92iOZGbV5ODousOSkuNG8PwMFPH7EiymWcLkXjlaoOZq/mGVRhW2x7nGg87O14e7NqGDbTL5M6d5vea2U07MdUQlW2nsw+isi1+C8uza66hxSZONxQQF2BZwap8yQdJPu0dSSST0Gy281O2zfLWLC+chsfAf38uZBsgxYRfZGNV3vKxLWR594Uv0I6C7JkrrjB9Aun0GGiwY/6CTZvIW8tbb+VHtquqaKFTroPzjwquucboBzcYzN5ISYTXSwNoM2W7tZXI+kUX6c9YufsS7cQZ4eA3bfL7jW2+x0Nly2pTDSdgPvBbWsYXznTEwoXA7t3uQHMyoCg0oJSBlVtm5rF06eTEyYU5irJKmHXEVous1q7Ntq9iENUSM5WQNSB1dfp24QB1HF1d5vGxMyOxgviM2SpjK9iRbSfPRiLmDeiGDeQ26t13idDmY1vr1GZb7ByZ2sSO2X2XXkpbu/JbYrNOzipuhVa25cqzVzuXQjKpau9xVhWdLpAslLLN57mTtQU82FS+iPEOYBhY3kci9j5bFQVQlCjGxo6CmZE0NZE95X/+p/HexYtpy+Z8yfYttwBnzox/Qd1MhZOO/+KLjb6Qm5uBAweyt5Rm5c7v1/33OoE48+XEdzFg3OwmX7S10cZZ09HP+nhx7bVWg10XE43Nm8m1JGs/43ESJ90FilOPoiTbdhDt+ADgssvM7xe3FjUjo+y+z33OOL34xS/K7e/MOoZcyLb4zHiUbTOzDhYWIy/8Rgd8XM3eGY3SVNbevfLwnXgfMYsTgxj3RYuI0Jx9Nh1feCHFu17z6r5qlbOO0c5byXiJodw+k1e2c1sg6XQRrtOBlZ3Ndr5mJDI4WQjnZGvwBQvITjR3s64aqOoRAKcBlKC+3nxzi1wGpCJisZlJpCYTvA9ogIj08eP6TImTWTkrMPLB3O2xQTlrPyYaM7V8eL0usZtKtLRkz5jku4GPi8JiRpDtz3wGePZZXd1ysnCNh0iwRHIqmpGI04viMYPTBZJWMCPo4yHb4uCChTV3LpHWNZzFvZPFkrkuiHQCO08tPh8t9GCorSVVxSk++1laKe7ULEMGZv5i9X3Mr63RdRp5wyBlOw3Ap3nLyB35Ktu5bDjEkIs3EhlkbsJuvRXo67O+R8SmTfqGEbnA4ymFz+cHMAbAA4/HeZl2MbUIBo3mG2xX1Hz9Qzc10eI15imhrIxEFNns13ixebPRPMWFCxcfPcwIsj1njnGLTtYAL1hg/symTbrdoJ07uXwWFvLh5kr+eYgLgPJRdMzIsBiW12sksDyslG077yfs+BOfAPbtcxZnO5d948Xs2Ub/0gyiSZGdpxgZ2ebVsblzyddotssnn6Zspx3ba8tgVi7s7POdeqopxDUGceoeIJ+tPJzUXa8397rEFth5vUEwsu31Oi/TLqYXVq+mRc/jcZknPjtRLspmom22CxcucsOMINsiysvJTslq+mTxYv3/qipg2TJg/Xo6FjvYiy8G/ud/nO88xaa5GexURidgi33MbLit4JRsy+DkHrPwo1Fy+M9Uyo99zOgi6qqryDZWBjaty8JkCvFEuxWyW5nNT/82N5M6zi8CvPdeYz4rCtDeLgvJqynbKQC+vKfDzcxe7AaI+cxCjNeMZMkS4JVXsn3v8kgkgK99zWiD7fMVzv7Z62VNnmfcgwcXUwePp3h9U7tw4eKjhxlJtoHc7JS8XuDqq7PPsw5+8WIjObfDpk3GaUORCImEyAkuu4x8eDIl0M7MgodoNsJIk5Mpe960Jlczks2byYOJWfjLl5u/VzTLqa7OJmGFBFvkyuLOBlY8wbzjDiMZ37SJvGDw55xscUsgN3SpVNqxvbYMZgMnO2XbbqOmdeuADz4wXnNCTq1IcV2ds+15xTz++tftn7EDU7Z1F4vOlG0XLly4cOFivJixZHs8YERvPGojT2JKS4HTp3Uik8+mBtGovhiQj5sTZZt9j0ggnGyTzIikE6IlkvmqKl2RdoKbb9YXZ8ps4CeKaAM0MDhzRj9eu5bSeOVK/Zz4LfyCzNzBK9vBcSvbZmSa5Q2zcRY3/zAj2zL/r1ZlYCI9bxRy23NF0cm2q2y7cOHChYvJgEu2JVi5kvzkrl5dmPCuvRbo6NBNQcyUbeeqqH6vk6lU0a0VI2IsDKtZgI9/nOLZ1EQmEzKMZ9McHry5BSP5E0mweYju43y+bI8IhYUX6fQwkskUFCX/5eJmHm/EgQ/bfpcR19WrgeeeM3qe4cOToZjJqa5s62YkrrLtwoULFy4mAy7ZliAWy82zhR3KyoAVK/RjmfnIHXfkRizDYXI5aKUcr1wJ7NihE4qWFtpZj7lmWrOGrlm5yKuuBm64wToujJjk45bQKsxrrsleQDdz4NOUbdrRMNc0CwSIQJsp2yJZXLcO2L9fT8/zzqOZEjbgWrqU/Eo7sc3P9dp0gm5GojoyjXLhwoULFy7GC5dsTxPkYm7BYGfCsGEDLe5kOOccUsKZeyufT77tfa7gt80+frxwJgUzdderO+8EfvADb4ZsK0ruZPvGG4k8i/b4DOLsSVub0V7a4zGq2lddBXzqU9bvnCozkkJAXy/ByHba0YLP6f5dLly4cOFi+sMl21MA5nKO92ddCGzaZPTnLG4w4PdPjFLMSMuGDWQKYrZzoAtCRQUQiXiRSpEhtarmvkCytdW4IyrLZ/abq+s6j8feE0uxK9tkRsLSOu0q2y5cuHDhYlLgku0pQGmpvVeG1auBoaHcws3FY0ohwch2LFaY7Yw/GuAJtr2yvWKFtY/xK64gX/Ns1iIfjzd2KHayDQCqyhI66Npsu3DhwoWLSYFLtqcp7Kb0pxPy2aznow6Px8u5hLSvhldeaX09EjF6Tplssp3L4t6pAFsgGQzGATQCaJgRgwcXLly4cDH94ZJtF+OGS7Zzh9G3dv6b2phh3jxa8FhbW7gwZQT0wgvJdKmrq3DvmUiQGQnZcbnKtgsXLly4mAy4ZNvFuOESk9yhKF5OdS58NVy0iHbbLKSPalk+l5bSQtanny7ceyYCTNnmlX5X2XbhwoULF5MBt0tx4RhmKqCrbOeOiVa2gcISbUBOQIuNlPJk21W2Xbhw4cLFZMDtUlyMGy7Zzh082XZisz0dICOgIlmdrq7ymLLNw4k3Epd0u3DhwoWL8cLtSlyMGy7Zzh082VZV77QlqTyckO3pDlHZNgO75pZtFy5cuHAxXrhk28W44ap/uUNRfBzxK36yXUivJxMJ0WbbLN1LSui3uXni4+TChQsXLmY2imP+2sW0xEUXAXv3Fp+6OR3g8YTsb5pmsCLbzI3hdB14ycxIZDbbjFyHQsAddwDl5ZMTPxcuXLhwMXPhkm0XeWPNGmD9+qmORXHC4/EgGKzH3LlR7NxZHAMWK7LtK5KWxMobyX33GY+rqiY+Pi5cuHDhYuajSLpIF9MR01XFLBaEw3MyOz4WA6zI9vr1wPAwcNZZkxsnp5C5/hOVbbc8u3DhwoWLiYBLtl04hqi+uuQkf/BmDapavMo2OxcMAhs2TG58coGZNxIXLly4cOFiouF2Ny7yRjEQxOmKYky7meiNpNji78KFCxcuig8u2XaRN1yiMj7MBGW7GOINmO8gWSzxd+HChQsXxQuXbLtwMQWQmTVMd8wEss2j0DtsunDhwoULFzK4ZNuFiymGq2xPHnjC7fMVX/xduHDhwkXxwSXbLhyj2JTY6YyZskCyGOINyJVtl2y7cOHChYvJgEu2XTiGS7Y/2pgJZJsvw8USdxcuXLhwUdxwXf+5cAxGVOJxoK1tauNS7HCV7amBqgKlpcA999BxscXfhQsXLlwUH/Im24qiNAL4vwBqAaQBPKSq6ncVRUkA+CmAFgAHAVyvquopRVEUAN8FcDmAQQCbVVV9Y3zRdzGZYOTw7LOBtWunNi4uJh8yYlosvqr5uLsE24ULF06RTCbR3d2N0dHRqY6KiwIiEAigqqoKvkna/ng8b0kC+GNVVd9QFKUEwHZFUX4HYDOAZ1RV/ZaiKN8A8A0AXwfwSQBztL+zATyo/booEjCy7ZKV8aMYlW1ZHIsh3oAez3Raft6FCxcuZOju7kYkEkFtbS0Ut8GYEVBVFWfOnEF3dzdmzZo1Ke/MW5dSVfUoU6ZVVe0DsAdAPYArAfxEu+0nAK7S/r8SwP9VCVsBlCuKMjlf6aIgcMm2CxHFomwziAMbtyy7cOHCCqOjoygtLXWJ9gyCoigoLS2d1NmKgnSViqK0AFgBYBuAGlVVjwJEyAFUa7fVAzjMPdapnRPDuk1RlNcVRXm9u7u7ENFzUSB4vfSbSk1tPGYCilHZlqFY4s3iWcxp7cKFi6mBS7RnHiY7T8dNthVFiQF4FMDdqqqesbpVci7Lv4Wqqg+pqrpaVdXVVVVV442eiwLCJdsTh2Jty4sl3q4ZiQsXLly4mCqMi2wriuIHEe1HVFX9uXb6ODMP0X67tPOdABq5xxsAfDie97uYXIRC9FtspgPTEaKyXawotrLgmpG4cOGimHDw4EEsXrx4QsLesWMHnnjiiXGFcfr0aXz/+98vSHzuu+8+PP300wUJi0dLSwt6enoKHm4uyLur1LyL/AjAHlVV/5G79CsAt2j/3wLgMe78HyiEtQB6mbmJi+LAunXA+ecDZ5011TGZWShm04ZiiTdvRuLChQsXH3Ukk0nHZDuZTJpeKyTZ/uu//mtcdNFFBQlrumE83kjOBfBZAG8rirJDO/dNAN8C8DNFUW4FcAjAddq1J0Bu/94Duf773Dje7WIK4PcDF1ww1bGYGZDtaFiMKEay7SrbLly4yAe//S1w7Fhhw6ytBT75Set7UqkUvvjFL+Lll19GfX09HnvsMYTDYRw4cAB33HFHxmPKD37wA8yfPx+//vWv8cADD2B0dBQVFRV45JFHUFNTg/vvvx8ffvghDh48iMrKSrz44osYGhrCiy++iHvvvRc33HBD5p0//vGP8fjjj2N4eBgDAwP41a9+hSuvvBKnTp3C2NgYHnjgAVx55ZX4xje+gQMHDmD58uW4+OKL8e1vfxvf/va38bOf/QwjIyO4+uqr8Vd/9VdZ33Prrbfi9ddfh6Io+PznP4+vfvWr2Lx5Mz71qU9h06ZNeOKJJ3DPPfegsrISK1euREdHB37zm9/g/vvvx6FDh9DR0YFDhw7h7rvvxle+8hUAwFVXXYXDhw9jeHgYd911F2677bbCZtY4kDfZVlX1RcjtsAHgQsn9KoA78n2fCxczCTNlgWSxmZGk08Wb1i5cuPhoYv/+/fjP//xP/OAHP8D111+PRx99FDfffDNuu+02/Ou//ivmzJmDbdu24ctf/jKeffZZrF+/Hlu3boWiKPjhD3+Iv/u7v8M//MM/AAC2b9+OF198EeFwGD/+8Y/x+uuv41/+5V+k733llVfw1ltvIZFIIJlM4he/+AVKS0vR09ODtWvXYuPGjfjWt76FXbt2YccO0lyfeuop7N+/H6+++ipUVcXGjRvxwgsv4Pzzz8+Eu2PHDhw5cgS7du0CQOo4j+HhYXzpS1/CCy+8gNbWVtx4442G63v37sVzzz2Hvr4+zJs3D7fffjv8fj8efvhhJBIJDA0N4ayzzsK1116LioqKguXDeODuIOnCxRRgphC+YvkOMzOSYom/Cxcuph52CvREobW1FcuXLwcArFq1CgcPHkR/fz9efvllXHfddZn7RkZGAACdnZ244YYbcPToUYyOjqK1tTVzz8aNGxEOhx299+KLL0YikQBAvqm/+c1v4oUXXoDH48GRI0dw/PjxrGeeeuopPPXUU1ixYgUAoL+/H/v37zeQ7ba2NnR0dODOO+/Ehg0bcMkllxjC2Lt3L9ra2jLxvvHGG/HQQw9lrm/YsAHBYBDBYBDV1dU4fvw4Ghoa8M///M/4xS9+AQA4fPgw9u/f75JtFy4+6pgJynaxxNs1I3HhwkWxIhgMZv73er0YGhpCOp1GeXl5RlHmceedd+Kee+7Bxo0bsWXLFtx///2Za9Fo1PF7+XsfeeQRdHd3Y/v27fD7/WhpacHw8HDWM6qq4t5778WXvvQl03Dj8Th27tyJJ598Et/73vfws5/9DA8//LAhDCuI6ZFMJrFlyxY8/fTTeOWVVxCJRPDxj39cGr+pQpFNArtwMTMwU2y2XTMSFy5cuJh8lJaWorW1Ff/93/8NgAjqzp07AQC9vb2or6dtTH7yk5+YhlFSUoK+vj5H7+vt7UV1dTX8fj+ee+45fPDBB9IwLr30Ujz88MPo7+8HABw5cgRdXV2GsHp6epBOp3Httdfib/7mb/DGG28Yrs+fPx8dHR04ePAgAOCnP/2po/jF43FEIhHs3bsXW7dudfRdk4Ui6ypduJgZmCk228USb9eMxIULFzMNjzzyCH70ox9h2bJlWLRoER57jJy/3X///bjuuutw3nnnobKy0vT5T3ziE9i9ezeWL19uS2g/85nP4PXXX8fq1avxyCOPYP78+QCAiooKnHvuuVi8eDH+9E//FJdccgluuukmrFu3DkuWLMGmTZuyCP3/3979B0dV3nscfz8kBAmgWAOWoiTgUPmRH2sIIQSkgBeBjoWrFgLjXECGYYoFhelFSzOhc2OZorU6WmsZtTPa3gzEX2isVH6J2lqBBEnCLwNBE0Dthcy9hEBEEnjuH3uy3YTdmEB2Tzb7ec2c2bPPec7ZJ3ue8+S7z3nOOV988QUTJ07E4/GwYMECfv3rXzdb3rNnT5577jmmTZvG+PHjufHGG7nuuutaLd+0adNobGwkNTWVvLw8srKyWs0fbubbuuvdlJGRYUtKStwuhkiHe+01+OorWLYM1qyBjAyYOtXtUn07v7ORAKxcCe04K+manTvh3XchMRHOn4clS7zp1kLThfIt/zYRkerqahITE90uRtQ5e/YsvXv3xlrLT3/6U4YOHcqKFSs69DMC7VtjzB5rbUaHfhDq2RZxTVfo2Y60YSTq2RYR6fxeeOEFPB4PI0eOpLa2ttUx4JFAF0iKuKCrjNmOlGA12AWSIiLS+axYsaLDe7LdFGH9UiJdg3/AF0kB4IMPeqcmkVLuJl3hB46IiEQW9WyLuMQ/8IuUoNW55apPpAwjafp+A92N5N57oX//8JdJRESig4JtERe0vBtJpIqUHwnB7kYCkJIS3rKIiEh0iZB+KZGupavc+i8mxu0StE8kf9ciIhKZFGyLuCDSA74FC2D8+Mj5O1obRiIi0pnFxMTg8XhIS0sjPT2df/zjHwBUVVXRs2dPPB4PI0aM4Cc/+QmXLl2iqqoKYwx5eXm+bdTU1NC9e3eWLl162fYvXLjA/fffT0pKCmlpabz//vsA1NXV4fF4fFNCQgLLly+/bP3du3f78qSlpfkemX7+/HkyMzN99wH/5S9/GYJvJzJoGImISyK5ZzspyTtFitaGkYiIdJSCfQXkbs/lWO0xBl03iDV3rOG+lPuuaps9e/b0PZZ98+bNrFq1ig8++ACAW265hdLSUhobG5k8eTJvvvkm6enpDBkyhL/85S88+uijALz66quMHDky4PZfeOEFAPbt28fJkyeZPn06xcXF9OnTp9nj4EeNGsU999xz2frJycmUlJQQGxvLV199RVpaGj/60Y/o0aMH7733Hr1796ahoYHx48czffr0TvfAmXBQz7aIC7rKrf8iTST+sBGRyFCwr4DFby+murYai6W6tprFby+mYF9Bh33GmTNnuP766y9Lj42NJTs7m8rKSsAboA8fPpymBwMWFhYye/bsgNs8ePAgd9xxBwD9+/enb9++tHyg4JEjRzh58iS33377ZevHx8cTG+vtuz1//jzGaWSNMfTu3RuAhoYGGhoafMuijYJtERe0DLajtP0JG/Vsi0io5W7Ppb6hvllafUM9udtzr2q7X3/9NR6Ph2HDhrFo0aJmw0N8n1Nfz/bt20nxu+J7zpw5bNiwgRMnThATE8P3vvc937KioiJWr14NQFpaGm+99RaNjY18/vnn7Nmzh+PHjzfb/vr168nJyQkaLO/atYuRI0eSkpLCunXrfMH3xYsX8Xg89O/fnylTpjBmzJir+i4ilYaRiLhIwV946KE2IhJqx2qPtSu9rfyHkXz88cfMmzeP/fv3A3D06FE8Hg/GGGbOnMn06dOpqqoCYNq0aeTl5XHjjTeSk5PTbJszZsxgxowZACxcuJBDhw6RkZFBYmIi2dnZvmC5yYYNG/jzn/8ctIxjxozhwIEDHDp0iPnz5zN9+nSuueYaYmJiKC0t5fTp09x9993s37+f5OTkq/o+IpGCbREXNPVsNwXbCgDDQz9uRCRUBl03iOra6oDpHWXs2LHU1NRw6tQp4F9jtgOJi4tj1KhR/Pa3v+XAgQO8/fbbAfPFxsby1FNP+d5nZ2czdOhQ3/uysjIaGxsZNWrUt5Zv+PDh9OrVi/3795ORkeFL79u3LxMnTuTdd9+NymBbw0hEXKAx2+Glu5GISKituWMN8d3jm6XFd49nzR1rOuwzPv30Uy5evMgNN9zQpvw/+9nPeOyxx1rNX19fz7lz5wDYunUrsbGxjBgxwrd8/fr1zJ07N+j6n3/+OY2NjQBUV1dTUVFBUlISp06d4vTp04B3KMy2bdsYNmxYm8rd1ahnW8QFLccQKwAMLY3ZFpFQa7rrSEffjaRpzDaAtZaXX36ZmDY+5GDkyJEB70JSVFRESUkJ+fn5nDx5kqlTp9KtWzcGDhx42XCRV155hU2bNgVd/+9//ztr166le/fudOvWjeeee46EhATKy8uZP38+Fy9e5NKlS8yePZu77rrrCr+FyGZsJ/7vk5GRYVteESvSFWzaBOXlsHIlPPooTJoEP/iB26XqusrKYONG6NPH+8j5++93u0QiEgmqq6tJTEx0uxgSAoH2rTFmj7U2I8gqV0zDSERcoDHb4aWebRERcYuCbREXaMx2eOluJCIi4hYF2yIu0Jhtd+gCSRERCTcF2yIuUc92+GgYiYiIuEXBtogLNGY7vDSMRERE3KJgW8QFGrPtDn3nIiISbgq2RVyknu3wUM+2iHR1ixYt4uDBg+1er7S09LL7aLfFxIkTCeXtmV966SWWLl0asu2Hk4JtEReoZzu8/J8gKSISMgUFkJQE3bp5XwsKOmzT1loutdKIvfjii82e/NhWVxpsS9sp2BZxgcZsu0M92yISMgUFsHgxVFd7G5vqau/7qwi4q6qqGD58OA888ADp6ekcP36cLVu2MHbsWNLT05k1axZnz54Fmvc0B8tTXFxMdnY2aWlpZGZmUltby+rVqyksLMTj8VBYWMi5c+dYuHAho0eP5rbbbuOtt94CvE+ynDNnDqmpqeTk5PD1118HLHNSUhKPPPIImZmZZGZmUllZCcCpU6e49957GT16NKNHj+ajjz4CYPfu3WRnZ3PbbbeRnZ1NRUXFZdt85513GDt2LDU1Nbz66qskJyeTlpbGhAkTrvi7DScF2yIuUMAXXrobiYiEXG4u1Nc3T6uv96ZfhYqKCubNm8fevXvp1asXv/rVr9i2bRuffPIJGRkZPPnkk83y19TUBMxz4cIFcnJyePrppykrK2Pbtm306tWL/Px8cnJyKC0tJScnhzVr1jB58mSKi4vZsWMHK1eu5Ny5c/zhD38gPj6e8vJycnNz2bNnT9AyX3vttezevZulS5eyfPlyAB566CFWrFhBcXExr7/+OosWLQJg2LBhfPjhh+zdu5f8/Hx+8YtfNNvWxo0bWbt2LZs2bSIhIYH8/Hw2b95MWVkZRUVFV/Xdhkus2wUQiVbq2Q4fjdkWkZA7dqx96W2UmJhIVlYWADt37uTgwYOMGzcOgAsXLjB27Nhm+YPlqaioYMCAAYwePRrwBsSBbNmyhaKiIp544gkAzp8/z7Fjx/jwww958MEHAUhNTSU1NTVomefOnet7XbFiBQDbtm1rNqb8zJkz1NXVUVtby/z58zly5AjGGBoaGnx5duzYQUlJCVu2bPGVd9y4cSxYsIDZs2dzzz33tOUrdF3Yg21jzDTgaSAGeNFauzbcZRBxW8uATwGgiEiEGzTIO3QkUPpV6NWrl2/eWsuUKVNYv3590PzB8pSXl2Pa8M/GWsvrr7/OrbfeetmytqzfMl/T/KVLl/j444/p2bNns7zLli1j0qRJbNy4kaqqKiZOnOhbNmTIED777DMOHz5MRkYGAOvWrWPXrl288847eDweSktLueGGG9pULreEdRiJMSYG+D0wHRgBzDXGtH80v0iE07CG8PL//6AfNiISEmvWQHx887T4eG96B8nKyuKjjz7yjYOur6/n8OHDbcozbNgwvvzyS4qLiwGoq6ujsbGRPn36UFdX51t/6tSp/O53v8M6/6D27t0LwIQJEyhwxp/v37+f8vLyoOUsLCz0vTb1vN955508++yzvjylpaUA1NbWMnDgQMB7BxJ/iYmJvPHGG8ybN48DBw4AcPToUcaMGUN+fj4JCQkcP368Td+dm8I9ZjsTqLTWfmatvQBsAGaGuQwirmsK+P74x+bvJTQUbItIyN13Hzz/PCQmehuaxETv+/vu67CP6NevHy+99BJz584lNTWVrKwsPv30U99yY0zQPHFxcRQWFrJs2TLS0tKYMmUK58+fZ9KkSRw8eNB3gWReXh4NDQ2kpqaSnJxMXl4eAEuWLOHs2bOkpqby+OOPk5mZGbSc33zzDWPGjOHpp5/mqaeeAuCZZ56hpKSE1NRURowYwbp16wB4+OGHWbVqFePGjePixYuXbevWW2+loKCAWbNmcfToUVauXElKSgrJyclMmDCBtLTZXQA1AAAHzUlEQVS0Dvt+Q8XYMHatGWN+DEyz1i5y3v8HMMZau9Qvz2JgMcCgQYNGVQc6JSMS4f75T/jb37w92926waRJ0MnPgkW0+nrYvBkaGiAtDQKcHRURuUx1dTWJiYluF6NNUlJSKCoqYvDgwa6WIykpiZKSEhISElwtx7cJtG+NMXustRkd/VnhHrMdqE+pWbRvrX0eeB4gIyNDJ9mlS/rud2HWLLdLET3i4+Huu90uhYhIaEyZMoWUlBTXA20JLNzB9gngZr/3NwFfhrkMIiIiIl3G1q1b3S6CT1VVldtF6HTCPWa7GBhqjBlsjIkD5gCRcZNEERERiTrhHG4r4RHufRrWYNta2wgsBTYDh4BXrLUHwlkGERERkbaIi4vjzJkzCri7EGstZ86cIS4uLmyfGfb7bFtrNwGbwv25IiIiIu3Rr18/Tp06xenTp90uinSguLg4+vXrF7bP0xMkRURERAKIjY1lwIABbhdDIly4x2yLiIiIiEQNBdsiIiIiIiGiYFtEREREJETC+gTJ9jLG1AEVbpdDOp0EoMbtQkino3ohgaheSCCqFxLIrdbaPh290c5+gWRFKB6bKZHNGFOieiEtqV5IIKoXEojqhQRijCkJxXY1jEREREREJEQUbIuIiIiIhEhnD7afd7sA0impXkggqhcSiOqFBKJ6IYGEpF506gskRUREREQiWWfv2RYRERERiVgKtkVEREREQiTkwbYx5mZjzA5jzCFjzAFjzENO+neMMVuNMUec1+uddGOMecYYU2mMKTfGpPtta76T/4gxZr5f+ihjzD5nnWeMMSbUf5dcnVbqxW+MMZ86+36jMaav3zqrnH1cYYyZ6pc+zUmrNMb83C99sDFml1NfCo0xceH9K6W9gtULv+X/aYyxxpgE573aiyjQWr0wxixzjv8DxpjH/dLVXnRxrfwf8RhjdhpjSo0xJcaYTCdd7UUUMMZcY4zZbYwpc+rFfznpAY9xY0wP532lszzJb1vtakeCstaGdAIGAOnOfB/gMDACeBz4uZP+c+AxZ/6HwF8BA2QBu5z07wCfOa/XO/PXO8t2A2Oddf4KTA/136UpZPXiTiDWSX/Mr16MAMqAHsBg4CgQ40xHgSFAnJNnhLPOK8AcZ34dsMTtv1vTldUL5/3NwGagGkhw0tReRMHUSnsxCdgG9HCW9Xde1V5EwdRKvdjSdFw7bcT7fvNqL7r45Oyr3s58d2CXs78DHuPAA8A6Z34OUOjMt7sdCTaFvGfbWvuVtfYTZ74OOAQMBGYCLzvZXgb+3ZmfCfzJeu0E+hpjBgBTga3W2v+11v4fsBWY5iy71lr7sfV+O3/y25Z0UsHqhbV2i7W20cm2E7jJmZ8JbLDWfmOt/RyoBDKdqdJa+5m19gKwAZjp9D5MBl5z1vevY9JJtdJeADwFPAz4X9Wt9iIKtFIvlgBrrbXfOMtOOquovYgCrdQLC1zrZLsO+NKZV3sRBZz9e9Z5292ZLMGPcf949DXgDqdNaFc70lqZwjpm2+mavw3vr4wbrbVfgfeAAfo72QYCx/1WO+GktZZ+IkC6RIgW9cLfQrw9CdD+enEDcNovcFe9iDD+9cIYMwP4wlpb1iKb2oso06K9+D5wu3Pq9wNjzGgnm9qLKNOiXiwHfmOMOQ48Aaxysqm9iBLGmBhjTClwEu+Pp6MEP8Z9+99ZXou3TWhvfQkqbMG2MaY38Dqw3Fp7prWsAdLsFaRLBAhWL4wxuUAjUNCUFGB11Ysuyr9e4K0HucDqQFkDpKledFEB2otYvKf9s4CVwCtOj5TqRRQJUC+WACustTcDK4A/NmUNsLrqRRdkrb1orfXgPTueCQwPlM15DXm9CEuwbYzpjvdAKLDWvuEk/49zigbnten03wm8YzOb3IT3FFBr6TcFSJdOLki9wLk45S7gPufUHbS/XtTgPUUY2yJdOrkA9eIWvOPlyowxVXj35SfGmO+i9iJqBGkvTgBvOKeNdwOXgATUXkSNIPViPtA0/yreYAvUXkQda+1p4H28P8iDHeO+/e8svw74X9pfX4IKx91IDN5flYestU/6LSrCe0DgvL7llz7PuWo4C6h1hplsBu40xlxvvHcuuRPY7CyrM8ZkOZ81z29b0kkFqxfGmGnAI8AMa2293ypFwBznquHBwFC8F64UA0Odq4zj8F7cUOQE6TuAHzvr+9cx6aQC1Qtr7T5rbX9rbZK1NglvQ5durf0nai+iQiv/R97EOw4TY8z38V6sVIPai6jQSr34EviBMz8ZOOLMq72IAsaYfsa5k5kxpifwb3jH8wc7xv3j0R8D7zltQrvakVYL1drVkx0xAePxdq+XA6XO9EO842G24z0ItgPfsf+6ivT3eMfX7AMy/La1EO8A9Urgfr/0DGC/s86zOE/G1NR5p1bqRSXesVBNaev81sl19nEFfleEO+sddpbl+qUPcQ6MSry9Gz3c/rs1XVm9aJGnin/djUTtRRRMrbQXccB/O/vzE2Cy3zpqL7r41Eq9GA/swXuXiF3AKCe/2osomIBUYK9TL/YDq530gMc4cI3zvtJZPsRvW+1qR4JNely7iIiIiEiI6AmSIiIiIiIhomBbRERERCREFGyLiIiIiISIgm0RERERkRBRsC0iIiIiEiIKtkVEREREQkTBtoiIiIhIiPw/gQxJqW92XoUAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "bpm: 97.325149\n",
            "ibi: 616.490194\n",
            "sdnn: 57.916589\n",
            "sdsd: 30.173744\n",
            "rmssd: 38.181375\n",
            "pnn20: 0.320281\n",
            "pnn50: 0.086345\n",
            "hr_mad: 29.874613\n",
            "sd1: 26.997110\n",
            "sd2: 75.178572\n",
            "s: 6376.189507\n",
            "sd1/sd2: 0.359106\n",
            "breathingrate: 0.258103\n"
          ]
        }
      ],
      "source": [
        "wd, m = hp.process(data, sample_rate, report_time = True)\n",
        "\n",
        "#plot\n",
        "plt.figure(figsize=(12,4))\n",
        "hp.plotter(wd, m)\n",
        "\n",
        "#let's zoom in on a bit\n",
        "plt.figure(figsize=(12,4))\n",
        "plt.xlim(20000, 30000)\n",
        "hp.plotter(wd, m)\n",
        "\n",
        "#display measures computed\n",
        "for measure in m.keys():\n",
        "    print('%s: %f' %(measure, m[measure]))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "PHuYnA39oRzT"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {},
        "colab_type": "code",
        "id": "WgbEF9qxoRzT"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "colab": {
      "name": "PPG_FeatureExtraction.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.8"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
